{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!-- （勿改动，执行即可）执行更改背景 -->\n",
       "<link rel=\"stylesheet\" href=\"exam.css\" type=\"text/css\">\n",
       "<h1 style=\"color: red;\">注意单元格的第一行不能改动，否则会影响自动打分</h1>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "%%html\n",
    "<!-- （勿改动，执行即可）执行更改背景 -->\n",
    "<link rel=\"stylesheet\" href=\"exam.css\" type=\"text/css\">\n",
    "<h1 style=\"color: red;\">注意单元格的第一行不能改动，否则会影响自动打分</h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Python 期中考（A卷）：目前工作目录C:\\Users\\慧慧\n",
       "* 共6题，每题20分，80分及格，最高分120，作题时间90分钟。\n",
       "*  答题格首行如 ***# 003*** 勿删除或改动 \n",
       "* 可先挑难度较易的题先做，🌶个数愈高愈难\n",
       "* 执行一格格，最后一格可回报分数（仅供参考）\n",
       " ##提交此.ipynb档，必检查： \n",
       "   * 档名✍A_学号✍（只能用半角数字9码）\n",
       "   *  下格 输入学号（半角数字9码） \n",
       "\n",
       "\n",
       "# 🛂输入学号🛂"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 始001（勿改动，执行即可）\n",
    "e = %env\n",
    "_which_= \"A\"  # 卷号\n",
    "import PandasCourse as PC\n",
    "from IPython.display import Markdown\n",
    "Markdown(PC.msgs['opening'].format(w=_which_, d=e['HOMEDRIVE']+ e['HOMEPATH']))    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 本试题参考数据信息：    \n",
    "> 1. df_C1:  作者地址(Author Address)         \n",
    "> 2. text:  所有作者地址 **文本数据**     \n",
    "> 3. info: 所有作者地址 **列表数据**\n",
    "> 4. AU: 作者数据信息 **列表数据**\n",
    "\n",
    "* **勿改动部分如稍有不慎改动，请重新下载该文件，浪费时间后果自负**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA; [Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA; [Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA; [Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA; [De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada; [Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada; [Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada; [Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, Canada; US Govt Accountabil Off, Washington, DC 20548 USA; [Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA; [Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA; [Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA; [Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA; [Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA; [Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA; [Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA; [Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA; [Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA; [Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA; [Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA; [Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA; [Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA; [Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA; Univ N Dakota, Dept Space Studies, Grand Forks, ND 58202 USA; [Adedokun, Omolola A.; Liu, Jia; Parker, Loran Carleton; Burgess, Wilella] Purdue Univ, Discovery Learning Res Ctr, W Lafayette, IN 47907 USA; Arizona State Univ, Tempe, AZ 85287 USA; [Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea; [Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA; [Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA; [Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA; [Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USA; [Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA; [Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA; [Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA; [Pietsch, Renee B.; Schmale, David G., III] Virginia Tech, Dept Plant Pathol Physiol & Weed Sci, Blacksburg, VA 24061 USA; [Bohland, Cynthia L.] Roanoke Valley Governors Sch Sci & Technol, Roanoke, VA USA; [Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan; [Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan; [Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan; [Whannell, Robert; Tobias, Stephan] Univ New England, Armidale, NSW 2351, Australia; [de la Torre Cantero, Jorge; Luis Saorin, Jose] Univ La Laguna, Engn Graph Area, Tenerife 38204, Islas Canarias, Spain; [Melian, Damari; Meier, Cecile] La Laguna Univ ULL, Fac Educ, San Cristobal la Laguna, Spain; [Huang, Po-Hsin; Chiu, Ming-Chuan; Hwang, Sheue-Ling] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan; [Wang, Jan-Li] Natl Appl Res Labs, Natl Ctr High Performance Comp, Hsinchu 30076, Taiwan; [Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA; [Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA; [Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA; [Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA; [Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia; [Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA; [Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USA; [Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA; [Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA; [Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia; [Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia; [Goldfien, Andrea C.; Badway, Norena Norton] NSF ATE Targeted Res Tech Educ, 102 Amelia Way, Novato, CA 94949 USA; [Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA; [Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA; [Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey; [Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey; [Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey; [Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey; [Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA; [Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA; [Shelton, Brett] Boise State Univ, Boise, ID 83725 USA; [Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA; [Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand; [Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA; [Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece; [Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA; [Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China; [English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia; [Li, S.; Ernst, J. V.] Virginia Tech, Sch Educ, Integrat STEM Educ, 366 Smyth Hall, Blacksburg, VA 24061 USA; [Williams, T. O.] Virginia Tech, Sch Educ, Special Educ, Blacksburg, VA 24061 USA; [Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA; [Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA; [Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA; [Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA; [Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA; [Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA; [Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA; 0; [Anderson, Margery K.; Tenenbaum, Laura S.; Ramadorai, Swati B.; Yourick, Debra L.] Walter Reed Army Inst Res, 503 Robert Grant Ave Rm 1A22, Silver Spring, MD 20910 USA; [Tenenbaum, Laura S.] Walter Reed Army Inst Res, Sch Psychol, Silver Spring, MD 20910 USA; [Ramadorai, Swati B.] Walter Reed Army Inst Res, Educ Outreach, Silver Spring, MD 20910 USA; [Yourick, Debra L.] Walter Reed Army Inst Res, Sci Educ & Strateg Commun, Silver Spring, MD 20910 USA; [Cook, G.] Oklahoma State Univ, Ctr Hlth Sci, Anat Cell Biol, Tulsa, OK 74106 USA; [Arrieta, Diane] Florida Atlantic Univ, Jupiter, FL 33458 USA; [Kern, Jacqueline] Palm Beach State Coll, Palm Beach Gardens, FL 33410 USA; [Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA; [Poland, Susan] George Mason Univ, 4400 Univ Dr,MS4D1, Fairfax, VA 22036 USA; [Plevyak, Linda] Univ Cincinnati, Cincinnati, OH 45220 USA; [Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England; [Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Rossi, Dara] Southern Methodist Univ, Dallas, TX 75275 USA; [Gonzales, A. N.; Van Tuyl, L.; Martinez, B.; Baluch, D. P.] Arizona State Univ, Sch Life Sci, Tempe, AZ USA; [Hasper, E.; Windhorst, R. A.] Arizona State Univ, Sch Space & Earth Explorat, Tempe, AZ USA; [Hedgpeth, T.] Arizona State Univ, Disabil Resource Ctr, Tempe, AZ USA; [Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA; Colorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA; [Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA; [Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA; [Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA; [Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Snipes, Vincent T.] Winston Salem State Univ, Dept Math, Winston Salem, NC 27110 USA; [Atkinson, Alvin] Winston Salem State Univ, Ctr Community Safety, Winston Salem, NC 27110 USA; [Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA; [Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA; [Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA; [Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA; [Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA; Bayer Corp, Pittsburgh, PA 15205 USA; [Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA; [Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA; [Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA; [Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA; [Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA; [Winters, John V.] IZA, Bonn, Germany; Claremont Grad Univ, Claremont, CA 91711 USA; [Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA; [Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA; [Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA; [Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA; [Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA; [Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA; [Froyd, Jeff] Texas A&M Univ, College Stn, TX 77843 USA; [Deards, Kiyomi D.] Univ Nebraska, Dept Res & Instruct Serv, Lincoln, NE 68506 USA; [Burks, Raychelle] Doanne Coll, Dept Chem, Crete, NE 68333 USA; [Warner, Isiah M.; Crawford, Melissa; Wilson, Zakiya; Wright, Ashleigh; Thomas, Gloria] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Pang, Su-Seng; Li, Guoqiang] Louisiana State Univ, Dept Mech & Ind Engn, Baton Rouge, LA 70803 USA; [Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA; [Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India; [Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA; [Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA; [Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA; 0; Jerusalem Coll, IL-91160 Jerusalem, Israel; 0; Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA; Penn State Univ, Behrend Coll, Erie, PA 16563 USA; 0; [Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA; [Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA; [Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA; [Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA; [Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USA; [Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; [Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan; [Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan; [Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan; [Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan; [Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan; [Chen, Chien-fei] Univ Tennessee, NSF DOE Engn Res Ctr CURENT, Knoxville, TN 37996 USA; [Tomsovic, Kevin] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA; [Aydeniz, Mehmet] Univ Tennessee, Theory & Practice Teacher Educ, Knoxville, TN 37996 USA; [Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA; [Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA; [Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA; [Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA; 0; [Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA; [Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia; [Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia; [Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia; [Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia; [Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia; [Osman, Kamisah] Natl Univ Malaysia, Bangi, Malaysia; [Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur, Malaysia; [Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia; [Dickerson, Daniel L.] Old Dominion Univ, STEM Educ & Profess Studies, Norfolk, VA 23529 USA; [Eckhoff, Angela; Chappell, Shanan; Hathcock, Stephanie] Old Dominion Univ, Norfolk, VA 23529 USA; [Stewart, Craig O.] Univ Memphis, Memphis, TN 38152 USA; [Cwikla, Julie] CISSTEM Ctr Integrat Studies STEM, Mobile, AL 36688 USA; [Cwikla, Julie] Univ S Alabama, Mobile, AL 36688 USA; [Milroy, Scott] Univ So Mississippi, Stennis Space Ctr, MS 39529 USA; [Reider, David] Educ Design Inc, Newtonville, MA 02460 USA; [Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA; [Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA; [Janelle, Donald G.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA; [Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China; [Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA; [Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Vercellotti, Sharon; Vercellotti, John] V LABS INC, Covington, LA 70433 USA; [Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.; Snipes, Vincent T.; Atkinson, Alvin] Winston Salem State Univ, Winston Salem, NC 27110 USA; Calif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USA; [Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA; [Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA; [Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA; [Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA; [Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA; [Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA; [Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA; [Muindi, Fanuel] MIT, Cambridge, MA 02139 USA; [Guha, Moytrayee] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA; [Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA; [Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA; [Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA; [Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia; [Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA; [Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA; [Ayar, Mehmet C.] TUBITAK, Ankara, Turkey; [Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey; [Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA; [Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada; [Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA; [Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France; [Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA; [Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Wolfe, Harvey; Besterfield-Sacre, Mary; Shuman, Larry J.] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA; [Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey; [Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Talaue, Frederick Toralballa] Nanyang Technol Univ, Singapore 637616, Singapore; [Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia; 0; [Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA; [Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA; [MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA; [Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA; [Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA; [Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA; [Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA; [Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA; [Doyle, Kari M. H.] Bay Sch San Francisco, San Francisco, CA 94129 USA; [Vale, Ronald D.] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA; [Vale, Ronald D.] Univ Calif San Francisco, Howard Hughes Med Inst, San Francisco, CA 94158 USA; [Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USA; [Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA; [Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA; [Towns, Marcy] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA; [Thompson, John] Univ Maine, Dept Phys & Astron, Orono, ME 04469 USA; [Christensen, Warren] N Dakota State Univ, Dept Phys, Frgo, ND 58108 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, San Diego, CA 92120 USA; [Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA; [Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA; [Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA; Bilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey; Hampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA; Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA; [Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA; [McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA; [O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA; [Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA; [Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA; [Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA; [Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA; 0; 0; [Ampaw, Frim; Partlo, Margaret] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA; [Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; 0; 0; [Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA; [Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA; [Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA; [Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA; [Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany; [Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany; 0; [Gandhi, Eshani; Orgill, MaryKay; Schrader, P. G.] Univ Nevada, Dept Chem, Las Vegas, NV 89154 USA; [Kukreti, Anant R.] Univ Cincinnati, Sch Energy Environm Biol & Med Engn, Cincinnati, OH 45221 USA; [Maltbie, Catherine V.] Univ Cincinnati, Coll Educ, Criminal Justice & Human Serv Evaluat Serv Ctr, Cincinnati, OH 45221 USA; [Tower, Roger] Independence Sci, W Lafayette, IN 47906 USA; [Bakhiet, Raga] Southwestern Coll, Chula Vista, CA USA; [Carcia, Theresa] SDSU, Coll Engn, San Diego, CA USA; [Alvarez, Rafael] SDCC, San Diego, CA USA; [Dutnall, Robert N.] Univ San Diego, Dept Chem & Biochem, San Diego, CA 92110 USA; [Banner, Valentyna; Booker, Aja; Vizzo, Emily; Kane, Christine] San Diego Global Vis Acad, San Diego, CA USA; [Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark; [Ryan, Melissa S.] Ocean Technol Fdn, Mystic, CT 06355 USA; 0; [Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA; [McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA; [Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA; [Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan; [Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan; [Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA; [Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA; [Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA; [Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA; [Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA; [Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA; [Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA; [Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden; [Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden; [Hudson, Peter; English, Lyn D.] Fac Educ, Sch Curriculum, Brisbane, Qld, Australia; [Dawes, Les] Fac Sci & Engn, Sch Earth Environm & Biol Sci, Brisbane, Qld, Australia; [Martinez, Edward; Lindline, Jennifer; Petronis, Michael S.] New Mexico Highlands Univ, Nat Resource Management Dept, Las Vegas, NM 87701 USA; [Pilotti, Maura] New Mexico Highlands Univ, Dept Social & Behav Sci, Las Vegas, NM 87701 USA; [Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; Univ Alabama, Huntsville, AL USA; [Hudson, Peter; English, Lyn D.; Dawes, Les; Macri, Jo] Queensland Univ Technol, Kelvin Grove, Qld 4059, Australia; [Ashe, Colin A.; Yaron, David J.; Chase, Catherine; Adamson, David] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA; [Carter, W. Craig] MIT, Cambridge, MA 02139 USA; [Bartolo, Laura] Kent State Univ, Kent, OH 44242 USA; [Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA; [Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA; [Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA; [Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA; [Francom, Greg] No State Univ, Aberdeen, SD 57401 USA; [Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA; [Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA; [Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA; [Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA; [Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA; [Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA; [Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA; 0; [Yu, Chong Ho; DiGangi, Samuel; Jannasch-Pennell, Angel] Arizona State Univ, Appl Learning Technol Inst, Scottsdale, AZ 85257 USA; [Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA; [Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA; [Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA; [Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA; [Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA; [Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA; [Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA; [Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA; [Meyers, Kerry L.; Goodrich, Victoria; Brockman, Jay] Univ Notre Dame, Notre Dame, IN 46556 USA; [Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA; [Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA; [Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway; [Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; Robert Gordon Univ, Inst Innovat Design & Sustainabil Res, Aberdeen AB10 7QD, Scotland; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Riga, Alan T.] Cleveland State Univ, Dept Chem, Coll Sci & Hlth Profess, Cleveland, OH 44115 USA; [Matthews, M. Ellen] Buckeye Pharmaceut, Beachwood, OH 44122 USA; [Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA; [Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA; [Rule, Gordon] Carnegie Mellon Univ, Dept Biol Sci, Pittsburgh, PA 15213 USA; [Bajzek, Diana] Carnegie Mellon Univ, Off Technol Educ, Pittsburgh, PA 15213 USA; [Goodman, Anya] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA; [Kessler, Aaron] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15213 USA; [Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USA; [Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA; [Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USA; [Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA; [Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA; [Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA; [Kaufman, Senator Edward E.] US Senate, Washington, DC 20510 USA; [Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; [Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany; 0; [Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA; [Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA; [Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA; [Woodard, Lisa J.] Washington State Univ, Coll Pharm, Dept Pharmacotherapy, Spokane, WA 99210 USA; [Wilson, Judith S.] San Joaquin Cty Off Educ, Stockton, CA USA; [Blankenship, James] Univ Pacific, Thomas J Long Sch Pharm & Hlth Sci, Stockton, CA 95211 USA; [Lindsey, Marti] Univ Arizona, Coll Pharm, Tucson, AZ 85721 USA; Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England; [English, Lyn D.; Hudson, Peter] Queensland Univ Technol, Sch Math Sci & Technol Educ, Brisbane, Qld 4001, Australia; [Dawes, Les] Queensland Univ Technol, Sch Urban Dev, Brisbane, Qld 4001, Australia; Soc Mfg Engineers SME Educ Fdn, Dearborn, MI USA; [Denker, S. P.; Lindburg, L.] BayBio Inst, San Francisco, CA USA; 0; [Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA; [Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA; [Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA; [Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA; Battelle Mem Inst, Columbus, OH 43201 USA; 0; Battelle Mem Inst, Columbus, OH 43201 USA; 0; [Riechert, Susan E.] Univ Tennessee, Knoxville, TN 37996 USA; [Post, Brian K.] Georgia Inst Technol, Sch Mech Engn, Atlanta, GA 30318 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA; [Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA; [Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA; [Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England; 0; [Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA; [Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA; 0; [Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA; [Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA; [George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA; [Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA; [Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA; 0; 0; Cornell Univ, Ithaca, NY 14853 USA; [Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA; [Amato-Henderson, Susan] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA; [Lehman, John B.] Michigan Technol Univ, Enrollment Serv, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Expo Program, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Educ Program, Houghton, MI 49931 USA; 0; 0; [Narum, Jeanne L.] Independent Coll Off, Project Kaleidoscope, Washington, DC 20036 USA; 0; 0; 0; 0; 0; Univ Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand; [Strozak, Victor S.] CUNY, Ctr Adv Study Educ, Grad Ctr, New York, NY 10016 USA; Georgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA; Univ Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands; Phoeniz Zoo, Phoenix, AZ 85008 USA; Penn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA; [Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP Syst Neurosci Lab, El Paso, TX 79968 USA; [D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Biol Educ Res Grp, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Dept Biol Sci, 500 W Univ Ave,Biosci Bldg, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Border Biomed Res Ctr, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP PERSIST Brain Mapping & Connect Teaching Lab, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Bldg SCHOLARS Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP RISE Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP Neurosci Bachelor Sci Degree Program, El Paso, TX 79968 USA; [D'Alessio, Matteo] Univ Mississippi, Dept Civil Engn, 204 Carrier Hall, University, MS 38677 USA; [Rushing, Grace] Univ Mississippi, Dept Civil Engn, 202 Carrier Hall, University, MS 38677 USA; [Gray, Tiffany L.] Univ Mississippi, Div Outreach & Continuing Educ, Jackson Ave Ctr, University, MS 38677 USA; [Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Univ, Dept Chem, 1515 Pierce Dr, Atlanta, GA 30322 USA; [Charkoudian, Louise K.] Haverford Coll, Dept Chem, Haverford, PA 19041 USA; [Le, Benjamin] Haverford Coll, Dept Psychol, Haverford, PA 19041 USA; [Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA; [Vinje, Hilde; Almoy, Trygve; Froslie, Kathrine Frey; Saebo, Solve] Norwegian Univ Life Sci, Fac Chem Biotechnol & Food Sci, Christian Magnus Falsens Vei 1, N-1433 As, Norway; [Brovold, Helge] Norwegian Univ Sci & Technol, Nat Ctr Sci Recruitment, Trondheim, Norway; [Bacovic, Maja; Pejovic, Bojan] Univ Montenegro, Fac Econ, Podgorica, Montenegro; [Andrijasevic, Zivko] Univ Montenegro, Fac Philosophy, Podgorica, Montenegro; [Lin, Chun-Hung] Chung Yuan Christian Univ, Ctr Teacher Educ, Taoyuan, Taiwan; [Yu, Chih-Chang] Chung Yuan Christian Univ, Dept Informat & Comp Engn, Taoyuan, Taiwan; [Shih, Po-Kang] Chung Yuan Christian Univ, Ctr Gen Educ, Taoyuan, Taiwan; [Wu, Leon Yufeng] Chung Yuan Christian Univ, Grad Sch Educ, Taoyuan, Taiwan; [Ozcakir Sumen, Ozlem; Calisici, Hamza] Ondokuz Mayis Univ, Fac Educ, Samsun, Turkey; [Capobianco, Brenda M.; Clingerman, Jenna] Purdue Univ, Dept Curriculum & Instruct, 100 North Univ St, W Lafayette, IN 47907 USA; [Radloff, Jeffrey] SUNY Coll Cortland, Childhood Early Childhood Educ Dept, Cortland, NY 13045 USA; [Schellinger, Jennifer; Jaber, Lama Z.; Southerland, Sherry A.] Florida State Univ, Sch Teacher Educ, Tallahassee, FL 32306 USA; [Tekdal, Mehmet] Univ Cukurova, Fac Educ, Dept Comp Educ & Instruct Technol, TR-01330 Adana, Turkey; [Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China; [Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China; [Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China; [Romero-Ariza, Marta; Quesada, Antonio; Abril, Ana-Maria; Cobo, Cristina] Univ Jaen, Jaen, Spain; [Morton, Terrell R.] Univ Missouri Columbia, 303 Townsend Hall, Columbia, MO 65211 USA; [Davila, Omar] Santa Clara Univ, Child Studies Program, Santa Clara, CA 95053 USA; [Rios, Victor M.] Univ Calif Santa Barbara, Dept Sociol, Santa Barbara, CA 93106 USA; [Queiruga-Dios, Miguel-Angel; Diez-Ojeda, Maria; Saiz-Manzanares, Maria-Consuelo] Univ Burgos, Burgos, Spain; [Lopez-Inesta, Emilia] Univ Valencia, Valencia, Spain; [Vazquez-Dorrio, Jose-Benito] Univ Vigo, Vigo, Spain; [Mulvey, Kelly Lynn; Joy, Angelina] North Carolina State Univ, Dept Psychol, Raleigh, NC USA; [Caslin, Michael; Katti, Madhusudan] North Carolina State Univ, Dept Forestry & Environm Resources, Raleigh, NC USA; [Orcutt, Darby] North Carolina State Univ Lib, Raleigh, NC USA; [Eseryel, Deniz] North Carolina State Univ, Dept Learning Design & Technol, Raleigh, NC USA; [Graham, Mark A.] Brigham Young Univ, Provo, UT 84602 USA; [Duan, Ruoyu Jenny; Walker, Graham J.; Orthia, Lindy A.] Australian Natl Univ, Ctr Publ Awareness Sci CPAS, Acton, ACT 2602, Australia; [Skrentny, John D.; Lewis, Kevin] Univ Calif San Diego, Dept Sociol, 9500 Gilman Dr, La Jolla, CA 92093 USA; [Jackson, Christa] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Mohr-Schroeder, Margaret J.; Yost, Caitlyn; Fowler, Abigail] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA; [Bush, Sarah B.] Univ Cent Florida, Sch Teacher Educ, Coll Community Innovat & Educ, POB 161250, Orlando, FL 32816 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA; [Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA; [Reinholz, Daniel L.; White, Isabel] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Andrews, Tessa] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA; [Ortiz-Revilla, Jairo; Greca, Ileana M.; Meneses-Villagra, Jesus-Angel] Univ Burgos, Burgos, Spain; [Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China; [Davies, Richard] Univ Cent Lancashire, Preston, Lancs, England; [Trowsdale, Jo] Univ Warwick, Coventry, W Midlands, England; [Sengupta-Irving, Tesha] Univ Calif Berkeley, Learning Sci & Crit Studies Race Gender & Class, Berkeley, CA 94720 USA; [Akbuga, Enes] Drake Univ, Dept Math & Comp Sci, Des Moines, IA 50311 USA; [Havan, Selim] Univ Illinois, Dept Educ Psychol, Urbana, IL 61801 USA; [Gorgulu Ari, Asli; Meco, Gulsum] Yildiz Tech Univ, Dept Sci Educ, TR-34220 Istanbul, Turkey; [Edwards, B.; Griffiths, S.] Manchester Metropolitan Univ, Manchester Ctr Publ Hist & Heritage, Manchester, Lancs, England; [Edwards, B. B.] Abermorddu CP Sch, Cymau Lane, Caergwrle, Wrexham, Wales; [Reynolds, F. F.] Cadw, Unit 5-7 Cefn Coed,Parc Nantgarw, Cardiff, Wales; [Stanford, A.] SUMO Aerial Cam, Vineyard House,Upper Hook Rd, Upton Upon Severn, Worcs, England; [Woods, M.] Manchester Metropolitan Univ, Dept Hist Polit & Philosophy, Manchester, Lancs, England; [Galino, Jeffrey Rivera] Camarin High Sch, Cadena de Amor St,Area B, Camarin Caloocan City, Philippines; [Galino, Jeffrey Rivera; Tanaka, Hideyuki] Hiroshima Univ, Grad Sch Humanity & Social Sci, 1-1-1 Kagamiyama, Higashihiroshima, Hiroshima 7398524, Japan; [Gurbuz, Ramazan] Adiyaman Univ, Math Educ, Dept Math & Sci Educ, Fac Educ, Adiyaman, Turkey; [Calik, Muammer] Trabzon Univ, Chem Educ, Dept Elementary Teacher Educ, Fatih Fac Educ, Trabzon, Turkey; [Krstic, Suzana V. Markovic; Radulovic, Lela R. Milosevic] Univ Nis, Dept Sociol, Fac Philosophy, Cirila & Metodija 2, Nish 18000, Serbia; [Fraser, Sharon; Barnes, Nicoli; Kilpatrick, Sue] Univ Tasmania, Sch Educ, Launceston, Tas, Australia; [Guenther, John] Batchelor Inst Indigenous Tertiary Educ, Fac Tertiary Educ & Res, Casuarina, NT, Australia; [Nutton, Georgie] Charles Darwin Univ, Coll Indigenous Futures Educ & Arts, Casuarina, NT, Australia; [Dou, Remy] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33155 USA; [Dou, Remy; Cian, Heidi; Espinosa-Suarez, Valentina] Florida Int Univ, STEM Transformat Inst, Miami, FL 33155 USA; [Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China; [Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China; [Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China; [Cabell, Autumn L.] DePaul Univ, Dept Counseling & Special Educ, 2247 North Halsted St, Chicago, IL 60614 USA; [Ewing, Nadia N.] St Marys Coll, Notre Dame, IN 46556 USA; [Johnson-Glenberg, Mina C.; Bartolomea, Hannah; Kalina, Elena] Arizona State Univ, Dept Psychol, 950 South MacAllister St, Tempe, AZ 85287 USA; [Turner, Angela; Logan, Marianne; Wilks, Judith] Southern Cross Univ, Lismore, NSW, Australia; [Wilks, Judith] Univ Notre Dame, Fremantle, WA, Australia; [Nakamura, Asako J.] Ibaraki Univ, Coll Sci, Dept Biol Sci, Mito, Ibaraki, Japan; [Tandrayen-Ragoobur, Verena] Univ Mauritius, Dept Econ & Stat, Reduit, Mauritius; [Gokulsing, Deepa] Univ Mauritius, Dept Social Studies, Reduit, Mauritius; [Tze, Virginia M. C.] Univ Manitoba, Dept Educ Adm Fdn & Psychol, Winnipeg, MB, Canada; [Li, Johnson C-H] Univ Manitoba, Dept Psychol, Winnipeg, MB, Canada; [Parker, Patti C.] Univ Alberta, Dept Educ Psychol, Edmonton, AB, Canada; [Wieselmann, Jeanna R.] Southern Methodist Univ, Teaching & Learning, Dallas, TX 75205 USA; [Dare, Emily A.] Florida Int Univ, Teaching & Learning, Miami, FL 33199 USA; [Roehrig, Gillian H.] Univ Minnesota, Curriculum & Instruct, Minneapolis, MN USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ, St Paul, MN USA; [Ustu, Hasan] Turkish Minist Educ, Osmaniye, Turkey; [Saito, Tomoki] Juntendo Univ, Tokyo, Japan; [Mentis Tas, Ayse] Necmettin Erbakan Univ, Konya, Turkey; [Blom, Nicolaas; Abrie, Amelia L.] Univ Pretoria, Dept Sci Math & Technol Educ, ZA-0181 Pretoria, South Africa; [Barger, Nicole; Boyle, Eve K.; Diogo, Rui] Howard Univ, Coll Med, Anat Dept, Washington, DC 20059 USA; [Barger, Nicole; Richmond, Marli; Diogo, Rui] George Washington Univ, Ctr Adv Study Human Paleobiol, Washington, DC USA; [Barger, Nicole] George Washington Univ, Anthropol, Washington, DC USA; [Martin, Jose Saul] Univ Aveiro, Biol Dept, Aveiro, Portugal; [Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China; [Amoako, Samuel] SDD Univ Business & Integrated & Dev Studies, Sch Business, Dept Banking & Finance, Wa, Upper West Regi, Ghana; [Insaidoo, Michael] Univ Profess Studies, Dept Banking & Finance, POB LG 149, Legon, Accra, Ghana; [Chung, Sheng Kuan] Univ Houston, Art Educ, Dept Curriculum & Instruct, Houston, TX 77004 USA; [Li, Dan] Michigan State Univ, Dept Art Art Hist & Design, E Lansing, MI 48824 USA; [Sharma, Gautam] Cent Univ Gujarat, Ctr Studies Sci Technol & Innovat Policy, Gandhinagar, Gujarat, India; [Hamilton, Miriam; O' Dwyer, Anne; Leavy, Aisling; Hourigan, Mairead; Carroll, Claire; Corry, Edward] Mary Immaculate Coll, Dept STEM Educ, Limerick, Ireland; [Braund, Martin] Nelson Mandela Univ, South Campus,Univ Way, ZA-6011 Port Elizabeth, South Africa; [Douglass, Helen] Univ Tulsa, Dept Educ, Tulsa, OK 74104 USA; [Verma, Geeta] Univ Colorado, Sch Educ & Human Dev, Denver, CO 80202 USA; [Belbase, Shashidhar; Tairab, Hassan; Jarrah, Adeeb] United Arab Emirates Univ, Coll Educ, Dept Curriculum & Instruct, Al Ain, U Arab Emirates; [Mainali, Bhesh Raj] Rider Univ, Coll Educ, Human Serv Fac, Lawrenceville, NJ 08648 USA; [Kasemsukpipat, Wandee] Kasetsart Univ, Fac Educ, Dept Educ, Bangkok, Thailand; [Gochoo, Munkhjargal] United Arab Emirates Univ, Coll Informat Technol, Dept Comp Sci & Software Engn, Al Ain, U Arab Emirates; [Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia; [Cobian, Krystle Palma] Univ Calif Los Angeles, Jonathan & Karin Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA; [Ramos, Hector, V] Univ Calif Los Angeles, Sch Educ & Informat Studies, Los Angeles, CA USA; [Lee, Dae-Jung] Jeonbuk Natl Univ, Dept Phys Educ, Jeollabuk Do, South Korea; [Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Univ Jember, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei] Univ Tsukuba, Grad Sch Comprehens Human Sci, Tsukuba, Ibaraki, Japan; [Hakamada, Hiroki] Takabe Higashi Elementary Sch, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, STEAM Educ Inst, Shizuoka, Japan; [Alcaraz-Dominguez, Silvia; Barajas, Mario] Univ Barcelona, Fac Educ, Barcelona 08035, Spain; [Papadakis, Stamatios; Kalogiannakis, Michail] Univ Crete, Fac Educ, Dept Presch Educ, Iraklion 74100, Greece; [Vaiopoulou, Julie] Univ Nicosia, Dept Educ, CY-2417 Nicosia, Cyprus; [Sifaki, Eirini] Hellen Open Univ, Dept Cultural Org Management, Patras 26222, Greece; [Stamovlasis, Dimitrios] Aristotle Univ Thessaloniki, Dept Philosophy & Educ, Thessaloniki 54124, Greece; [Ma, Ying] Univ British Columbia, Fac Educ, Dept Curriculum Studies, Vancouver, BC V6T 1Z4, Canada; [Akdere, Mesut; Acheson, Kris; Jiang, Yeling] Purdue Univ, W Lafayette, IN USA; [Tang, Wendy; Djuric, Petar M.] SUNY Stony Brook, Elect & Comp Engn Dept, Stony Brook, NY 11794 USA; [Tang, Wendy] SUNY Stony Brook, Sci Elect Engn Online Program, Stony Brook, NY 11794 USA; [Eickholt, Jesse; Seeling, Patrick] Cent Michigan Univ, Dept Comp Sci, Mt Pleasant, MI 48859 USA; [Johnson, Matthew R.] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA; [Uret, Aytul; Ceylan, Remziye] Yildiz Tech Univ, Fac Educ, Istanbul, Turkey; [Ghazzawi, Dina; Hardy, John] Univ Houston, Houston, TX 77004 USA; [Pattison, Donna Lynn] Univ Houston, Nat Sci & Math, Houston, TX USA; [Horn, Catherine] Univ Houston, Educ Leadership & Policy Anal, Houston, TX USA; [Brown, Beverly] Univ Houston Syst, Houston, TX USA; [Lange, Alissa A.; Nayfeld, Irena] East Tennessee State Univ, Early Childhood Educ Dept, POB 70548, Johnson City, TN 37614 USA; [Mano, Hagit] William Patterson Univ, Wayne, NJ USA; [Jung, Kwanghee] Rutgers State Univ, Natl Inst Early Educ Res, New Brunswick, NJ USA; [Lange, Alissa A.] CUNY Brooklyn Coll, Early Childhood Educ Art Educ, Brooklyn, NY 11210 USA; [Tenhovirta, Satu; Seitamaa-Hakkarainen, Pirita; Hakkarainen, Kai] Univ Helsinki, Fac Educ Sci, Helsinki, Finland; [Korhonen, Tiina] Univ Helsinki, Fac Educ Sci, Innokas Network, Helsinki, Finland; [Paluri, Achuta Ratna; Sonwaney, Vandana] Constituent Symbiosis Int, Symbiosis Inst Operat Management, Nasik, Maharashtra, India; [Canbazoglu Bilici, Sedef] Aksaray Univ, Dept Sci Educ, Aksaray, Turkey; [Kupeli, Mehmet Ali] Republ Turkey Minist Natl Educ, Adana, Turkey; [Guzey, S. Selcen] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Guzey, S. Selcen] Purdue Univ, Dept Biol Sci, W Lafayette, IN 47907 USA; [Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA; [Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China; [Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA; [Ucgul, Memet; Altiok, Serhat] Kirikkale Univ, Dept Comp Educ & Instruct Technol, Educ Fac, Yahsihan, Kirikkale, Turkey; [Ekiz-Kiran, Betul] Tokat Gaziosmanpasa Univ, Math & Sci Educ Dept, Tokat, Turkey; [Aydin-Gunbatar, Sevgi] Van Yuzuncu Yil Univ, Math & Sci Educ Dept, Van, Turkey; [Mwasiaji, Evans] Kenyatta Univ, Dept Business Adm, POB 43844, Nairobi City 00100, Gpo, Kenya; [Mambo, Shadrack] Kenyatta Univ, Dept Elect & Elect Engn, Nairobi, Kenya; [Mse, Godfrey S.] KU, Dept Educ Management Policy & Curriculum Studies, Nairobi, Kenya; [Okumu, John] Kenyatta Univ, Dept Phys, Nairobi, Kenya; [Moon, Jewoong] Florida State Univ, Dept Educ Psychol & Learning Syst, Coll Educ, Tallahassee, FL 32304 USA; [Lee, Sungwoong] Univ West Georgia, Coll Educ, Dept Educ Technol & Fdn, Carrollton, GA 30118 USA; [Xu, Xinhao] Univ Missouri, Sch Informat Sci & Learning Technol, Columbia, MO 65211 USA; [Basaran, Mustafa; Erol, Mustafa] Yildiz Tech Univ, Dept Elementary Educ, Primary Educ, Istanbul, Turkey; [Miller, Michelle D.; Castillo, Giovanni; Medoff, Norman] No Arizona Univ, Flagstaff, AZ 86011 USA; [Hardy, Alexis] CUNY, New York, NY 10017 USA; [Pelger, Susanne] Lund Univ, Fac Sci, Lund, Sweden; [Hourigan, M.; O'Dwyer, A.; Leavy, A. M.; Corry, E.] Univ Limerick, Mary Immaculate Coll, Fac Educ, Dept STEM Educ, Limerick, Ireland; 0; [Gross, Thomas J.] Western Kentucky Univ, Dept Psychol, Bowling Green, KY 42101 USA; [Li, Qingxia; McCarroll, Patricia] Fisk Univ, Dept Math & Comp Sci, Nashville, TN USA; [Rodriguez, Sarah] Iowa State Univ, Sch Educ, Ames, IA USA; [Pilcher, Amy] Wartburg Coll, Business Adm Accounting & Econ, Waverly, IA USA; [Garcia-Tellez, Norma] Univ Illinois, Housing, Chicago, IL 60680 USA; [McManimon, Shannon K.] SUNY Coll New Paltz, Dept Educ Studies & Leadership, New Paltz, NY 12561 USA; [Anuar, Aizuddin Mohamed; Chankseliani, Maia] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England; [Velasco, Richard Carlos L.] Univ Iowa, 240 S Madison St, Iowa City, IA 52242 USA; [Hite, Rebecca] Texas Tech Univ, 3002 18th St, Lubbock, TX 79409 USA; [Bondaryk, Leslie G.; Van Doren, Seth] Concord Consortium, Concord, MA 01742 USA; [Hsi, Sherry] Concord Consortium, Emeryville, CA 94608 USA; [Hsi, Sherry] BSCS Sci Learning, Colorado Springs, CO 80523 USA; [Brancaccio-Taras, Loretta] CUNY Kingsborough Community Coll, Brooklyn, NY 11235 USA; [Mawn, Mary V.] SUNY Empire State Coll, Saratoga Springs, NY 12866 USA; [Premo, Josh] Utah Valley Univ, Orem, UT USA; [Ramachandran, Roshini] Univ Calif Los Angeles, Los Angeles, CA USA; [Holly, Michael; Pirker, Johanna; Resch, Sebastian; Brettschuh, Sandra; Guetl, Christian] Graz Univ Technol, Graz, Austria; [Ozer, Ibrahim Evren] Kadikoy Bilim & Sanat Merkezi, Istanbul, Turkey; [Bilici, Sedef Canbazoglu] Aksaray Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Fen Bilgisi Egitimi ABD, Aksaray, Turkey; [Gok, Tolga] Dokuz Eylul Univ, Torbali Tech Vocat Sch Higher Educ, Izmir, Turkey; [Rico, Arantza; Agirre-Basurko, Elena; Ruiz-Gonzalez, Aritz; Palacios-Agundez, Igone; Zuazagoitia, Daniel] Univ Basque Country UPV EHU, Dept Math Expt & Social Sci Educ, Vitoria 01006, Spain; [Lombardi, Doug] Univ Maryland, Dept Human Dev & Quantitat Methodol, College Pk, MD 20742 USA; [Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Arevalo, Maria-Jose] Univ Basque Country, UPV EHU, Fac Arts, Dept Philol & Hist, Vitoria 01006, Spain; [Asun Cantera, Maria; Garcia-Marina, Vanessa] Univ Basque Country, UPV EHU, Fac Engn Vitoria, Dept Mech Engn, Vitoria 01006, Spain; [Alves-Castro, Marian] Univ Basque Country, UPV EHU, Fac Arts, Dept English & German Philol & Translat & Interpr, Vitoria 01006, Spain; [Razali, Fazilah] Univ Putra Malaysia, Fac Educ Studies, Serdang, Malaysia; [Fraser, Barry J.; McLure, Felicity I.; Koul, Rekha B.] Curtin Univ, Perth, WA 6845, Australia; [Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, 1970 Campus Dr, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, 2101D Engn Syst Bldg, Norfolk, VA 23529 USA; [Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China; [Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan; [Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA; [Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA; [An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China; [Andrews, Madison E.; Borrego, Maura; Boklage, Audrey] Univ Texas Austin, Austin, TX 78712 USA; [Karahan, Engin] Eskisehir Osmangazi Univ, Dept Curriculum & Instruct, Eskisehir, Turkey; [Kara, Ahmet] Eskisehir Osmangazi Univ, Dept Psychol Counseling & Guidance, Eskisehir, Turkey; [Akcay, Ahmet Oguz] Eskisehir Osmangazi Univ, Dept Elementary Educ, Eskisehir, Turkey; [Cheng, Li; Antonenko, Pavlo Pasha; Ritzhaupt, Albert D.] Univ Florida, Coll Educ, Sch Teaching & Learning, 2423 Norman Hall,POB 117048, Gainesville, FL 32611 USA; [MacFadden, Bruce] Univ Florida, Florida Museum Nat Hist, Gainesville, FL USA; [Walker, Justice T.] Univ Texas El Paso, Coll Educ, 500 West Univ Ave, El Paso, TX 79968 USA; [Kafai, Yasmin B.] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA; [Shin, Myunghwan; Nelson, Frederick Peinado] Calif State Univ Fresno, Dept Liberal Studies, 5005 N Maple Ave,MS ED701, Fresno, CA 93740 USA; [Lee, Jane Jiyoung] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA; [Yang, Xiaotong; Rahimi, Seyedahmad; Shute, Valerie; Kuba, Renata; Smith, Ginny] Florida State Univ, 1114 W Call St, Tallahassee, FL 32306 USA; [Alonso-Fernandez, Cristina] Univ Complutense Madrid, Av Seneca 2, Madrid 28040, Spain; [Lindsay, Sara M.] Univ Maine, Sch Marine Sci, Orono, ME 04469 USA; [Lindsay, Sara M.] Univ Maine, Maine Ctr Res STEM Educ, Orono, ME 04469 USA; [Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China; [Whitcomb, Kyle M.; Singh, Chandralekha] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA; [Hansen, Kathryn Strong] Chalmers Univ Technol, Gothenburg, Sweden; [Sandrone, Stefano; Scott, Gregory] Imperial Coll London, Fac Med, Dept Brain Sci, Computat Cognit & Clin Neuroimaging Lab C3NL, London, England; [Anderson, William J.] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA; [Anderson, William J.] Harvard Stem Cell Inst, Cambridge, MA 02138 USA; [Musunuru, Kiran] Univ Penn, Dept Med, Cardiovasc Inst, Perelman Sch Med, Philadelphia, PA 19104 USA; [Musunuru, Kiran] Univ Penn, Dept Genet, Perelman Sch Med, Philadelphia, PA 19104 USA; [Liu, Yehe; Rollins, Andrew M.; Jenkins, Michael W.] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA; [Levenson, Richard M.; Fereidouni, Farzad] Univ Calif Davis, Med Ctr, Dept Pathol & Lab Med, Sacramento, CA 95817 USA; [Jenkins, Michael W.] Case Western Reserve Univ, Dept Pediat, Cleveland, OH 44106 USA; [Peeters, Walter] Int Space Univ, F-67400 Illkirch Graffenstaden, France; [Delahunty, Thomas] Univ Birmingham, Dept Educ & Social Justice, Sch Educ, Birmingham, W Midlands, England; [Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Kimbell, Richard] Goldsmiths Univ London, London, England; [Hachey, Alyse C.; An, Song A.; Golding, Diane E.] Univ Texas El Paso, Dept Teacher Educ, 500 W Univ Way,EDUC 601D, El Paso, TX 79968 USA; [Jackson, Andrew; Bartholomew, Scott; Mentzer, Nathan] Purdue Univ, Dept Technol Leadership & Innovat, W Lafayette, IN 47907 USA; [Jackson, Andrew] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30602 USA; [Godwin, Allison] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Bartholomew, Scott] Brigham Young Univ, Sch Technol, Provo, UT 84602 USA; [So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Rashid, Rafi] Natl Univ Singapore NUS, Integrat Sci & Engn Programme, NUS Grad Sch, Univ Hall,Tan Chin Tuan Wing 04-02, Singapore 119077, Singapore; [Gouvea, Julia Svoboda] Tufts Univ, Dept Educ, Medford, MA 02155 USA; [Aguilera, David; Vilchez-Gonzalez, Jose Miguel; Perales-Palacios, Francisco Javier] Univ Granada, Dept Sci Educ, Campus Univ Cartuja S-N, Granada 18071, Spain; [Lupianez, Jose Luis] Univ Granada, Dept Math Educ, Granada 18071, Spain; [Khamhaengpol, Arunrat; Chuamchaitrakool, Porntip] Sakon Nakhon Rajabhat Univ, Fac Educ, Muang Sakon Nakhon, Thailand; [Sriprom, Malee] Sakon Nakhon Rajabhat Univ, Fac Sci & Technol, Muang Sakon Nakhon, Thailand; [Boice, Katherine L.; Jackson, Justina R.; Alemdar, Meltem; Rao, Analia E.; Grossman, Sabrina; Usselman, Marion] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, Atlanta, GA 30332 USA; [Mikhailova, Elena A.; Post, Christopher J.; Xu, Luyao] Clemson Univ, Dept Forestry & Environm Conservat, Clemson, SC 29634 USA; [Schlautman, Mark A.] Clemson Univ, Dept Environm Engn & Earth Sci, Anderson, SC 29625 USA; [Younts, Grayson L.] Clemson Univ, Dept Plant & Environm Sci, Clemson, SC 29634 USA; [Chondrogiannis, Eleftherios; Symeonaki, Eleni; Loukatos, Dimitrios; Arvanitis, Konstantinos G.] Agr Univ Athens, Dept Nat Resources Management & Agr Engn, Iera Odos 75, Athens 11855, Greece; [Symeonaki, Eleni; Papachristos, Dimitris] Univ West Attica, Dept Ind Design & Prod Engn, Thivon 250 & P Ralli, Egaleo 12244, Greece; [Adams, Elizabeth L.] North Carolina State Univ, NC State Univ, 317 Poe Hall,Box 7801, Raleigh, NC 27695 USA; [Adams, Elizabeth L.] Southern Methodist Univ, POB 750114, Dallas, TX 75275 USA; [White, Brittany A.; Miles, Joseph R.; Frantell, Keri A.] Univ Tennessee, Dept Psychol, 410C Austin Peay,1404 Circle Dr, Knoxville, TN 37996 USA; [Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA; [Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA; [Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA; [Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China; [Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia; [Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA; [Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China; [Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China; [Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China; [Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China; [Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA; [Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ, Wolfson Sch Mech Elect & Mfg Engn, Loughborough LE11 3TU, Leics, England; [McDermott, Hilary J.] Loughborough Univ, Sch Sport Exercise & Hlth Sci, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ, Loughborough Design Sch, Loughborough, Leics, England; [Schallert, Stefanie; Lavicza, Zsolt] Johannes Kepler Univ Linz, Dept STEM Educ, Altenberger Str 54, A-4040 Linz, Austria; [Vandervieren, Ellen] Univ Antwerp, Sch Educ, Venusstr 35, B-2000 Antwerp, Belgium; [Apkarian, Naneh] Arizona State Univ, Sch Math & Stat Sci, Tempe, AZ USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA USA; [Raker, Jeffrey] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Johnson, Estrella] Virginia Polytech Inst & State Univ, Dept Math, Blacksburg, VA 24061 USA; [Dancy, Melissa] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Hwang, Youngsik] Konyang Univ, Nonsan, South Korea; [Garbin, Fernanda Gobbi de Boer] Fed Univ Pampa UNIPAMPA, Dept Prod Engn, Alegrete, Brazil; [ten Caten, Carla Schwengber] Univ Fed Rio Grande do Sul, Postgrad Program Prod Engn PPGEP, Porto Alegre, RS, Brazil; [Pacheco, Diego Augusto de Jesus] Aarhus Univ, Sch Business & Social Sci Aarhus BSS, Dept Business Dev & Technol BTECH, Herning, Denmark; [Lachney, Michael; Drazin, Matt; Rich, Kathryn M.] Michigan State Univ, Coll Educ, Educ Psychol & Educ Technol, 620 Farm Ln, E Lansing, MI 48824 USA; [Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Babbitt, William] Rensselaer Polytech Inst, Sci & Technol Studies, Troy, NY USA; [Foy, Lakisha] Hudson Valley Community Coll, Troy, NY USA; [Price, Edward] Calif State Univ San Marcos, Dept Phys, 333 South Twin Oaks Valley Rd, San Marcos, CA 92096 USA; [Lau, Alexandra C.] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA; [Goldberg, Fred] San Diego State Univ, Ctr Res Math & Sci Educ, 6475 Alvarado Rd,Suite 206, San Diego, CA 92120 USA; [Turpen, Chandra] Univ Maryland, Dept Phys, 1312 Toll Phys Bldg, College Pk, MD 20742 USA; [Smith, P. Sean] Horizon Res Inc, 326 Cloister Court, Chapel Hill, NC 27514 USA; [Dancy, Melissa] Univ Colorado, Dept Phys, 390 UCB, Boulder, CO 80309 USA; [Robinson, Steve] Tennessee Technol Univ, Dept Phys, Box 5051, Cookeville, TN 38505 USA; [Ishak, Shahrul Affendi; Din, Rosseni] Univ Kebangsaan Malaysia, Fac Educ, Sci Technol Engn & Math Enculturat Res Ctr, Bangi 43600, Malaysia; [Hasran, Umi Azmah] Univ Kebangsaan Malaysia, Fuel Cell Inst, Bangi, Malaysia; [Rabin, Jeffrey M.; Eggers, John; Stevens, Laura] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA; [Burgasser, Adam] Univ Calif San Diego, Dept Phys, La Jolla, CA 92093 USA; [Bussey, Thomas J.; Weizman, Haim] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, La Jolla, CA 92093 USA; [Seethaler, Sherry] Univ Calif San Diego, Div Phys Sci, La Jolla, CA 92093 USA; [Kwon, Hyunkyung; Capraro, Robert M.; Capraro, Mary Margaret] Texas A&M Univ, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA; [Basu, Alo C.; Mruczek, Ryan E. B.] Coll Holy Cross, Dept Psychol, 1 Coll St, Worcester, MA 01610 USA; [Hill, Alexis S.; Mondoux, Michelle A.] Coll Holy Cross, Dept Biol, 1 Coll St, Worcester, MA 01610 USA; [Isaacs, Andre K.] Coll Holy Cross, Dept Chem, 1 Coll St, Worcester, MA 01610 USA; [Narita, Tomohiko] Coll Holy Cross, Dept Phys, 1 Coll St, Worcester, MA 01610 USA; [Shu, Yu] Natl Taichung Univ Sci & Technol, Ctr Gen Educ, Taichung, Taiwan; [Huang, Tien-Chi] Natl Taichung Univ Sci & Technol, Dept Informat Management, 129,Sec 3,Sanmin Rd, Taichung 40401, Taiwan; [Mayoral, Jaime; Nunez-Castilla, Janelle] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Labonte, Jason W.] Johns Hopkins Univ, Dept Biochem & Biomol Engn, Baltimore, MD 21218 USA; [Labonte, Jason W.] Gettysburg Coll, Dept Chem, Gettysburg, PA 17325 USA; [Briggs, Laura A.; Rumjahn, Sharif M.] Truckee Meadows Community Coll, Dept Biol, Reno, NV 89512 USA; [Gray, Jeffrey J.] Franklin & Marshall Coll, Dept Chem, Lancaster, PA 17603 USA; [Makarevitch, Irina] Hamline Univ, Dept Biol, St Paul, MN 55104 USA; [Vater, Ashley; Siegel, Justin B.] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Biochem & Mol Med, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Chem, Davis, CA 95616 USA; [Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Nur Sultan, Kazakhstan; [Ottemo, Andreas] Univ Gothenburg, Dept Educ & Special Educ, POB 300, Gothenburg, Sweden; [Gonsalves, Allison J.] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ, Canada; [Danielsson, Anna T.] Uppsala Univ, Dept Educ, Uppsala, Sweden; [Race, Alexandra I.] Univ Calif Santa Cruz, Educ, Santa Cruz, CA USA; [De Jesus, Maria] Florida State Univ, Biol Sci, Tallahassee, FL USA; [Beltran, Roxanne S.; Zavaleta, Erika S.] Univ Calif Santa Cruz, Ecol & Evolutionary Biol, Santa Cruz, CA USA; [Gya, Ragnhild; Bjune, Anne Elisabeth] Univ Bergen, Dept Biol Sci, Bjerknes Ctr Climate Res, Bergen, Norway; [Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel; [Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, MA Program Immigrat & Social Integrat, Emek, Israel; [Melak, Addissie; Singh, Seema] Delhi Technol Univ, Dept Humanities, Delhi 110042, India; [Melak, Addissie] Debre Tabor Univ, Dept Econ, Debre Tabor 6300, Ethiopia; [Sommers, Amie S.] Univ Nebraska Lincoln, Lincoln, NE 68588 USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Math & Sci Learning Ctr MSLC, Omaha, NE USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Chem, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Sci, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Biol, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, STEM Teaching Res & Inquiry Based Learning Ctr, Omaha, NE USA; [Garces, Josep Marin; Veiga Almagro, Carlos; Di Castro, Mario; Buonocore, Luca Rosario; Masi, Alessandro] CERN, BE CEM Controls Elect & Mechatron Grp, CH-1217 Geneva, Switzerland; [Veiga Almagro, Carlos; Lunghi, Giacomo; Marin Prades, Raul] Jaume I Univ Castellon, Interact Robot Syst Lab, Castellon De La Plana 12006, Spain; [Yusof, Yusriza Mohamd; Ayob, Afida; Saad, Mohamad Hanif Md] Univ Kebangsaan Malaysia, Fak Kejuruteraan & Alan Bina, Jabatan Kejuruteraan Elekt Elekt & Sistem, Bangi, Malaysia; [Rahman, S. M. Mizanoor] Univ West Florida, Dept Intelligent Syst & Robot, Pensacola, FL 32514 USA; [Araya, Roberto] Univ Chile, Inst Educ, Ctr Invest Avanzada Educ, Santiago 8320000, Chile; [Collanqui, Pedro] Minist Educ Peru, Lima 15021, Peru; [Collanqui, Pedro] Univ Nacl Mayor San Marcos, Fac Educ, Lima 15081, Peru; [Yllana-Prieto, Felix; Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Caceres 10003, Spain; [Ruiz-Sarmiento, Jose-Raul; Baltanas, Samuel-Felipe; Gonzalez-Jimenez, Javier] Univ Malaga, Biomed Res Inst Malaga IBIMA, Dept Syst Engn & Automat, Machine Percept & Intelligent Robot Grp MAPIR, Malaga 29071, Spain; [Estevez-Mauriz, Laura; Baelo, Roberto] Univ Leon, Res Grp Edutools, Fac Educ, Leon 24071, Spain; [Baelo, Roberto] Univ Leon, Dept Gen & Specif Didact & Educ Theory, Fac Educ, Leon 24071, Spain; [Santangelo, Jessica] Hofstra Univ, 1000 Hempstead Turnpike, Hempstead, NY 11549 USA; [Hobbie, Lawrence; Villa-Cuesta, Eugenia] Adelphi Univ, 1 South Ave, Garden City, NY 11530 USA; [Lee, Jacqueline] Nassau Community Coll, 1 Educ Dr, Garden City, NY 11530 USA; [Pullin, Michael] Queensborough Community Coll, 222-05 56th Ave, Queens, NY 11364 USA; [Hyslop, Alison] St Johns Univ, 8000 Utopia Pkwy, Queens, NY 11439 USA; [Monkovic, Julia Marie; Jones, Serena Monique; Katyal, Priya; Punia, Kamia; Montclare, Jin Kim] NYU, Tandon Sch Engn, Dept Chem & Biomol Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Nicolas, Madeleine] NYU, Tandon Sch Engn, Dept Comp Sci & Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Noland, Damon] Urban Assembly Inst Math & Sci Young Women, 283 Adams St, Brooklyn, NY 11201 USA; [Montclare, Jin Kim] NYU, Dept Chem, Coll Arts & Sci, 100 Washington Sq East, New York, NY 10003 USA; [Montclare, Jin Kim] NYU, Coll Dent, Dept Biomat, 443 First Ave, New York, NY 10016 USA; [Montclare, Jin Kim] NYU, Sch Med, Dept Radiol, New York, NY 10016 USA; [Young, Sheila A.; Newton, Amanda R.] Florida Inst Technol, STEM Educ, Melbourne, FL 32901 USA; [Fowler, Samantha R.; Park, Joo] Florida Inst Technol, Dept Math Sci, Melbourne, FL 32901 USA; [Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China; [Means, Barbara; Young, Viki; Iwatani, Emi] Digital Promise, Learning Sci Res, 2955 Campus Dr, San Mateo, CA 94403 USA; [Wang, Haiwen; Wei, Xin] SRI Educ, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Pugh-Bernard, Aimee] Univ Colorado, Dept Immunol & Microbiol, Anschutz Med Campus, Aurora, CO USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, Geneva, NY 14456 USA; [Koury, Stephen T.; Dey-Rao, Rama] SUNY Buffalo, Dept Biotech & Clin Lab Sci, Buffalo, NY 14260 USA; [Carlin-Menter, Shannon] SUNY Buffalo, Dept Family Med, Buffalo, NY USA; [Kelly, Kimberle] Oak Ridge Associated Univ, Oak Ridge, TN USA; [Godec, Spela; Archer, Louise] UCL Inst Educ, Dept Educ Practice & Soc, London, England; [Dawson, Emily] UCL, Dept Sci & Technol Studies, London, England; [Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China; [Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China; [Cherrstrom, Catherine A.; Lopez, Omar S.; Ashford-Hanserd, Shetay] Texas State Univ, San Marcos, TX 78666 USA; [Morales, Danielle Xiaodan] Univ Texas El Paso, Dept Sociol & Anthropol, 500 W Univ Ave, El Paso, TX 79968 USA; [Grineski, Sara Elizabeth] Univ Utah, Dept Sociol, Salt Lake City, UT USA; [Collins, Timothy William] Univ Utah, Dept Geog, Salt Lake City, UT USA; [Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China; [Dolgopolovas, Vladimiras; Dagiene, Valentina] Vilnius Univ, Inst Educ Sci, Univ St 9, LT-01513 Vilnius, Lithuania; [A. Czocher, Jennifer; Melhuish, Kathleen; Kandasamy, Sindura Subanemy; Roan, Elizabeth] Texas State Univ, Math, San Marcos, TX 78666 USA; [Mylonas, Georgios] ATHENA Res & Innovat Ctr, Ind Syst Inst, Patras, Greece; [Mylonas, Georgios] Comp Technol Inst & Press Diophantus, Patras, Greece; [Paganelli, Federica] Univ Pisa, Dept Comp Sci, Pisa, Italy; [Paganelli, Federica; Cuffaro, Giovanni] CNIT, Florence, Italy; [Nesi, Ilaria] Gramsci Keynes High Sch, Prato, Italy; [Karantzis, Dionysis] 6th Primary Sch Kaisariani, Athens, Greece; [Li, Hui; Forbes, Anne] Macquarie Univ, N Ryde, NSW, Australia; [Yang, Weipeng] Singapore Univ Social Sci, Singapore, Singapore; [Hrynevych, Liliia M.] Borys Grinchenko Kyiv Univ, Acad & Int Affairs, Kiev, Ukraine; [Morze, Nataliia, V; Boiko, Mariia A.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Vember, Viktoriia P.] Borys Grinchenko Kyiv Univ, Fac Informat Technol & Management, Dept Comp Sci & Math, Kiev, Ukraine; [Kumar, Vasu; Ghoshal, Gourav] Texas A&M Univ, Dept Ind & Syst Engn, College Stn, TX 77843 USA; [Johnson, Michael D.; Nepal, Bimal] Texas A&M Univ, Dept Engn Technol & Ind Distribut, College Stn, TX USA; [Levin, Laura; Verner, Igor] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Kucuk, Zerrin Doganca] Maynooth Univ, Sch Educ, Educ Dept, North Campus, Maynooth, Kildare, Ireland; [Yabas, Defne; Corlu, Mehmet Sencer] Bahcesehir Univ, Ciragan Cad Osmanpasa Mektebi Sk 4-6, Istanbul, Turkey; [Boyaci, Hayriye Sinem] Darussafaka Sch, Darussafaka Mh Darussafaka Cd 5-9, Maslak Sariyer Istanbul, Turkey; [Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China; [Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China; [Albert, Lynal] Tarleton State Univ, Dept Engn & Comp Sci, Stephenville, TX 76402 USA; [Yean, Aai Sheau; Syrene, Suzieleez; Rahim, Abdul] Univ Malaya, Kuala Lumpur, Malaysia; [Pajk, Tine] Primary Sch Muta, Solska Ulica 6, Muta 2366, Slovenia; [Van Isacker, Karel] EcologyKM Ltd, 48 Angel Voyvoda Str,Floor 1, Rodopi Municipality 4224, Plovdiv Region, Bulgaria; [Abersek, Boris; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Matemat, Koroska Cesta 160, Maribor 2000, Slovenia; [Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia; [Ahmad, Jamilah; Siew, Nyet Moi] Univ Malaysia Sabah, Fac Psychol & Educ, Kota Kinabalu 88400, Sabah, Malaysia; [Rodriguez, Sarah L.] Texas A&M Univ Commerce, Higher Educ & Learning Technol, Commerce, TX 75428 USA; [Espino, Maria L.] Iowa State Univ, Sch Educ, Higher Educ Program, Ames, IA USA; [Le, Brian D.] Iowa State Univ, Sch Educ, Sci Bound, Ames, IA USA; [Cunningham, Kelly J.] Univ Virginia, Sch Engn & Appl Sci, Engn Grad Writing Lab, Charlottesville, VA 22903 USA; [Damekova, S. K.; Shuyushbayeva, N. N.; Ahayeva, G. S.; Kaliyeva, A. K.] Sh Ualikhanov Kokshetau Univ, Kokshetau, Kazakhstan; [Tanasheva, N. K.] EA Buketov Karaganda Univ, Karaganda, Kazakhstan; [Sagyndykova, Zhailagul] Narxoz Univ, Linguist Ctr, Alma Ata, Kazakhstan; [Sagyndykova, Zhailagul] Narxoz Univ, Int Dev & Partnership Dept, Alma Ata, Kazakhstan; [Gazdiyeva, Bella] Sh Ualikhanov Kokshetau State Univ, Dept Russian Philol & Lib Sci, Kokshetau, Kazakhstan; [Gabdullina, Zarina] Sh Ualikhanov Kokshetau State Univ, Dept English & Teaching Methods, Kokshetau, Kazakhstan; [Akhmetzhanova, Aida] JSC Informat & Analyt Ctr, Dept Analyt Monitoring & Evaluat, Nur Sultan, Kazakhstan; [Mektepbayeva, Damel] Nazarbayev Univ, Dept Dev Innovat Ecosyst, Nur Sultan, Kazakhstan; [Althonayan, Abraham] Brunel Univ London, Operat & Strateg Management, Brunel Business Sch, London, England; [Althonayan, Abraham] Brunel Univ London, Brunel Business Sch, MBA, London, England; [Ajit, Gloria; Lucas, Terry; Kanyan, Ringah] UNIV MALAYSIA SARAWAK, Fac Appl & Creat Arts, Sarawak, Malaysia; [Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Corinaldi, Kamiyah; Engels, Renee; Gutierrez, Alyssa; Jona, Orli; Putnam, Josephine H., I; Rhodes, Brody; Pultorak, Joshua; Miller, Sarah; Handelsman, Jo] Univ Wisconsin, Wisconsin Inst Discovery, Madison, WI 53706 USA; [Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Engels, Renee; Jona, Orli; Putnam, Josephine H., I; Pultorak, Joshua; Handelsman, Jo] Univ Wisconsin, Dept Plant Pathol, Madison, WI 53706 USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Div Infect Dis, Boston, MA USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Dept Pediat, Div Gastroenterol, Boston, MA USA; [Lozano, Gabriel L.] Harvard Med Sch, Boston, MA 02115 USA; [Balderrama, Luis] Hamline Univ, Minneapolis, MN USA; [Corinaldi, Kamiyah] Colorado State Univ, Ft Collins, CO 80523 USA; [Gutierrez, Alyssa] Univ Alabama, Tuscaloosa, AL USA; [Rhodes, Brody] Univ West Alabama, Livingston, AL USA; [Tsang, Tiffany] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT USA; [Hernandez, Simon] Univ Rochester, Med Ctr, Rochester, NY 14642 USA; [Bascom-Slack, Carol] Tufts Univ, Dept Med Educ, Boston, MA 02111 USA; [Blum, Jessamina E.] Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA; [Price, Paul A.] Eastern Michigan Univ, Dept Biol, Ypsilanti, MI 48197 USA; [Davis, Debra] Wingate Univ, Dept Biol, Wingate, NC USA; [Klein, Joanna] Univ Northwestern St Paul, Dept Biol & Biochem, St Paul, MN USA; [Sullivan, Nora L.] Citrus Coll, Dept Biol, Glendora, CA USA; [Mouncey, Nigel J.] Joint Genome Inst, Berkeley, CA USA; [Dorrestein, Pieter C.] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA; [Broderick, Nichole A.] Univ Connecticut, Dept Mol & Cell Biol, Mansfield, CT 06269 USA; [Broderick, Nichole A.] Johns Hopkins Univ, Dept Biol, Baltimore, MD 21218 USA; [Marcone Flores, Giancarlo] Univ Ingn & Tecnol UTEC, Direcc Humanidad Artes & Ciencias Sociales, Ctr Impacto & Responsabilidad Social CIRSO, Jr Medrano Silva 165, Lima, Peru; [Hubbard, Katharine] Univ Hull, Dept Biol & Marine Sci, Kingston Upon Hull HU6 7RX, N Humberside, England; [Tanase, S., I] Stefan Cel Mare Natl Coll, Dept Phys, Suceava 720007, Romania; [Tanase, S., I] Stefan Cel Mare Univ, MANSiD Res Ctr, Suceava 720229, Romania; [Tanase, S., I; Tanase, D.] Spiru Haret Comp Sci Natl Coll, Dept Phys, Suceava 720238, Romania; [Buga, E. M.] Saxion Univ Appl Sci, Creat Media & Game Technol, MH Tromplaan 28, NL-7513 AB Enschede, Netherlands; [Poienariu, L.] Stefan Cel Mare Univ, Fac Elect Engn & Comp Sci, Suceava 720229, Romania; [Bogdan Toma, Radu] Univ Burgos, Dept Didact Especif, Burgos, Spain; [Garcia-Carmona, Antonio] Univ Seville, Dept Didact Ciencias Expt & Sociales, Seville, Spain; [Fort, Margherita; Monfardini, Chiara] Univ Bologna, Dept Econ, Bologna, Italy; [Fort, Margherita; Monfardini, Chiara] IZA, Bonn, Germany; [Monfardini, Chiara] CHILD CCA, Turin, Italy; [Chise, Diana] European Cent Bank, Directorate Gen Informat Syst, Frankfurt, Germany; [Fort, Margherita] FBK IRVAPP, Trento, Italy; [Fort, Margherita] CESifo, Munich, Germany; [Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dnipro, Ukraine; [Dovhal, Serhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Hryhorov, Heorhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Nat & Math Educ, Dnipro, Ukraine; [Lysokolenko, Tetiana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Philosophy, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Philosoph Sci, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Dept Engn Pedag, Dnipro, Ukraine; [Silva-Diaz, Francisco; Carrillo-Rosua, Javier; Antonio Fernandez-Plaza, Jose] Univ Granada, Granada, Spain; [Carrillo-Rosua, Javier] Inst Andaluz Ciencias Tierra CSIC UGR, Granada, Spain; [Knight, Gillian L.] Aston Univ, Ctr Innovat Learning & Educ CILE, Sch Engn & Appl Sci, Birmingham, W Midlands, England; [Arabit Garcia, Javier; Prendes Espinosa, Maria Paz; Serrano Sanchez, Jose Luis] Univ Murcia, Murcia, Spain; [Ferrada Ferrada, Cristian Andres; Carrillo Rosua, Francisco Javier] Univ Granada, Granada, Spain; [Antonio Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Maule, Chile; [Hamilton, Miriam] Univ Limerick, Mary Immaculate Coll, Limerick, Ireland; [Tsai, Liang-Ting] Tzu Chi Univ, Inst Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Tsai, Liang-Ting] Tzu Chi Univ, Ctr Teacher Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Taiwan Marine Educ Ctr, Inst Educ, Keelung, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Ctr Teacher Educ, Keelung, Taiwan; [Cheng, Hao-Ti] Natl Taiwan Ocean Univ, Inst Educ, 2 Beining Rd, Keelung 202, Taiwan; [Yucelyigit, Secil] TED Univ, Educ Fac, Dept Elementary Educ, Early Childhood Educ Ankara, Ankara, Turkey; [Toker, Zerrin] TED Univ, Educ Fac, Dept Math & Sci Educ, Ankara, Turkey; [Ling, Loh Su] Sekolah Menengah Kebangsaan Perempuan Sandakan, Sandakan 90000, Sabah, Malaysia; [Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia; [McIntyre, Miranda M.] Calif State Univ San Bernardino, 5500 Univ Pkwy, San Bernardino, CA 92407 USA; [Gundlach, Jessica L.] Ball State Univ, Muncie, IN 47306 USA; [Graziano, William G.] Purdue Univ, W Lafayette, IN 47907 USA; [Gonzalez-Pena, Omar Israel; Rodriguez-Masegosa, Rodolfo; Rodriguez-Lara, Blas Manuel] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, NL, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Dgo, Mexico; [Gonzalez-Pena, Omar Israel] Tecnol Monterrey, Sch Engn & Sci, Av Eugenio Garza Sada Sur 2501, Monterrey 64849, Mexico; [Pena-Ortiz, Maria Olivia] Univ Guadalajara, Univ Ctr Exact Sci & Engn, Dept Chem, Blvd M Garcia Barragan 1451, Guadalajara 44430, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Mexico; [Nasri, Nurfarahin; Rahimi, Nik Mohd; Nasri, Nurfaradilla Mohamad; Abd Talib, Mohamad Asyraf] Univ Kebangsaan Malaysia, Fac Educ, Bangi 43600, Selangor, Malaysia; [Tselegkaridis, Sokratis; Sapounidis, Theodosios] Int Hellen Univ IHU, Dept Informat & Elect Engn, Thessaloniki 57400, Greece; [Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China; [Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China; [Felder, Richard M.] North Carolina State Univ, Chem Engn, Raleigh, NC 27695 USA; [Greca, Ileana M.; Ortiz-Revilla, Jairo] Univ Burgos, Fac Educ, Dept Didact Especif, Burgos, Spain; [Arriassecq, Irene] Univ Nacl Ctr Prov Buenos Aires, Fac Ciencias Exactas, ECienTec, Buenos Aires, DF, Argentina; [Amo, Daniel] Ramon Llull Univ, Dept Engn, Grp Res GRETEL, Barcelona 08022, Spain; [Fox, Paul] Ramon Llull Univ, Dept Management, Grp Res GRETEL, Barcelona 08022, Spain; [Fonseca, David] Ramon Llull Univ, Dept Architecture, Grp Res GRETEL, Barcelona 08022, Spain; [Poyatos, Cesar] Autonomous Univ Madrid, Didact & Theory Educ Dept, Grp Res EDI, Madrid 28049, Spain; [Calatrava Arroyo, Amanda; Ramos Montes, Marcos; Segrelles Quilis, J. Damian] Univ Politecn Valencia UPV, Inst Instrumentac Imagen Mol I3M, Valencia 46022, Spain; [Chasteen, Stephanie] Univ Colorado Boulder, Boulder, CO 80309 USA; [Mutambara, David] Univ Zululand, Richards Bay, South Africa; [Mutambara, David; Bayaga, Anass] Nelson Mandela Univ, Port Elizabeth, South Africa; [Mayorova, Vera, I; Grishko, Dmitriy A.; Leonov, Victor V.] Bauman Moscow State Tech Univ, Moscow, Russia; [Wu, Yufei; Koszalka, Tiffany A.] Syracuse Univ, 259 Huntington Hall, Syracuse, NY 13244 USA; [Cheng, Jiaming] Texas Tech Univ, Coll Educ, Ctr Innovat eLearning, Lubbock, TX 79407 USA; [Klutsch, Cornelya F. C.; Wikan, Anne; Gonzalez, Victoria; Hagen, Snorre B.] Norwegian Inst Bioecon Res, NIBIO Div Environm & Nat Resources, As, Norway; [Aspholm, Paul Eric; Bjorn, Tor-Arne] Norwegian Inst Bioecon Res, NIBIO Div Forest & Forest Resources, As, Norway; [Polikarpova, Natalia] Pasvik State Nat Reserve, Rayakosky, Russia; [Veisblium, Olga] Kandalaksha State Nat Reserve, Kandalaksha, Russia; [Gong, Hee Jung] Univ Georgia, Inst Higher Educ, Athens, GA 30602 USA; [Park, Hyeri] Mokpo Natl Maritime Univ, Ctr Educ Qual Management, Mokpo, South Korea; [Hagood, Thomas Chase] Univ Georgia, Div Acad Enhancement, Athens, GA 30602 USA; [Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China; [Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA; [Huang, Wen] Arizona State Univ, Engn Educ Syst & Design, Polytech Sch, Ira A Fulton Sch Engn, Mesa, AZ 85281 USA; [Roscoe, Rod D.; Craig, Scotty D.] Arizona State Univ, Polytech Sch, Human Syst Engn, Ira A Fulton Sch Engn, Mesa, AZ USA; [Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA; [Stiemsma, Leah T.; Davis, Stephen D.; Brewster, Jay L.] Pepperdine Univ, Div Nat Sci, Malibu, CA 90265 USA; [Sabat, Mira] Univ Balamand, Dept Math, El Koura, Lebanon; [Abdel-Massih, Roula M.] Univ Balamand, Dept Biol, El Koura, Lebanon; [Kanaan, Amjad] Univ Balamand, Biomed Sci, El Koura, Lebanon; [Salloum, Sara] Univ Balamand, Dept Educ, El Koura, Lebanon; [Serhan, Mireille] Univ Balamand, Dept Nutr Sci, El Koura, Lebanon; [Fares, Roula] Univ Balamand, Issam Fares Fac Technol, El Koura, Lebanon; [Haddad, Nicolas] Univ Balamand, Dept Comp Engn, El Koura, Lebanon; [Melki, Antoine] Univ Balamand, Dept Comp Sci, El Koura, Lebanon; [Nguyen, Andrew V.; Orlofsky, Amos; Pubill, Kaylynn; Tawde, Mangala; Li, Gaozhen; Mata, Diana; Bermudes, Oscar; Fernandez, Miguel; Santana, Jonathan; Kim, Woochul; Chimbay, Enzon; Kim, Yeeun; Nguyen, Trieu; Fox, Malcolm] CUNY, Queensborough Community Coll, Dept Biol Sci & Geol, Bayside, NY 11364 USA; [Eralte, Janelly] Mercy Coll, Dept Nat Sci, Dobbs Ferry, NY 10522 USA; [Metz, Molly; Smyth, Davida S.] New Sch, Eugene Lang Coll Liberal Arts, Dept Nat Sci & Math, New York, NY USA; [Panzeca, Caterina] SUNY Maritime Coll, Dept Sci, New York, NY USA; [Khan, Mazhar I.] Coll Agr Hlth & Nat Resources, Dept Pathobiol & Vet Sci, Storrs, CT USA; [Olson, Joann S.] Univ Houston Victoria, Adult & Higher Educ, Victoria, TX 77901 USA; [Nayar-Bhalerao, Sneha] Univ Houston Victoria, Counselor Educ, Victoria, TX USA; [Borman, Lisa; Strimel, Greg J.; Krause, Liesl] Purdue Univ, W Lafayette, IN 47907 USA; [Rushton, Elizabeth A. C.; King, Heather] Kings Coll London, Sch Educ Commun & Soc, Waterloo Bridge Wing,Franklin Wilkins Bldg, London SE1 9HN, England; [Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA; [Diaz, Noemi V. Mendoza; Barhate, Bhagyashree; Johnston, Austin; Jabarkhail, Sami] Texas A&M Univ, Dept Educ Adm & Human Resources, College Stn, TX 77843 USA; [Chung, Chih-Chao] Natl Pingtung Univ Sci & Technol, Gen Res Serv Ctr, Pingtung 91201, Taiwan; [Huang, Shu-Lan] Pingtung Cty Ping Rong High Sch, Dept Comp Sci, Pingtung 90052, Taiwan; [Cheng, Yuh-Ming] SHU TE Univ, Dept Comp Sci & Informat Engn, Kaohsiung 82445, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Technol & Vocat Educ, Pingtung 91201, Taiwan; [Hockicko, Peter; Tarjanyiova, Gabriela] Univ Zilina, Fac Elect Engn & Informat Technol, Zilina, Slovakia; 0; [Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Quan-Hoang Vuong] Phenikaa Univ, Ctr Interdisciplinary Social Res, Yen Nghia Ward, Hanoi 100803, Vietnam; [Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Ha-My Vuong] Vuong & Associates, AI Social Data Lab, Hanoi 100000, Vietnam; [Thanh-Hang Pham] Hanoi Univ, Fac Management & Tourism, Hanoi 100803, Vietnam; [Thanh-Hang Pham; Anh-Duc Hoang] RMIT Vietnam Univ, Sch Business & Management, Hanoi 100000, Vietnam; [Thu-Trang Vuong] Sci Po Paris, 27 Rue St Guillaume, F-75007 Paris, France; [Hung-Hiep Pham] Phu Xuan Univ, Ctr Res & Practice Educ, Hue 49000, Vietnam; [Hung-Hiep Pham; Anh-Duc Hoang] EdLab Asia Educ Res & Dev Ctr, Hanoi 100000, Vietnam; [Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China; [Valovicova, Lubomira; Ondruska, Jan; Zelenicky, Lubomir] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Phys, Tr A Hlinku 1, Nitra 94974, Slovakia; [Chytry, Vlastimil] Univ JE Purkyne, Fac Educ, Dept Presch & Primary Educ, Usti Nad Labem 40001, Czech Republic; [Medova, Janka] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Math, Tr A Hlinku 1, Nitra 94974, Slovakia; [Bassachs, Marcel] Univ Girona, Dept Pedag, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis] Univ Girona, Dept Specif Didact, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis; Colomer, Jordi] Univ Girona, Inst Sci Educ, Teaching Innovat Networks Reflect & Cooperat Lear, Girona 17003, Spain; [Serra, Teresa; Colomer, Jordi] Univ Girona, Dept Phys, Girona 17003, Spain; [Bubnys, Remigijus] Siauliai Univ, Inst Educ, 25 Visinskio St, LT-76351 Shiauliai, Lithuania; [Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Malaysia; [Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Malaysia; Aggie STEM, College Stn, TX USA; Texas A&M Univ, College Stn, TX USA; [Ingram, Erin] Univ Nebraska, Inst Agr & Nat Resources Sci Literacy Initiat, Lincoln, NE 68583 USA; [Keshwani, Jenny] Univ Nebraska, Dept Biol Syst Engn, Lincoln, NE 68583 USA; [Hempel, Byron; Blowers, Paul] Univ Arizona, Chem & Environm Engn, Tucson, AZ 85721 USA; [Kiehlbaugh, Kasi] Univ Arizona, Coll Engn, Tucson, AZ 85721 USA; [Ralls, Deborah; Bianchi, Lynne] Univ Manchester, Fac Sci & Engn, Sci & Engn Educ Res & Innovat Hub, Manchester M13 9PL, Lancs, England; [Choudry, Sophina] Univ Manchester, Manchester Inst Educ, Manchester M13 9PL, Lancs, England; [Anderson Quarderer, Nathan; McDermott, Mark A.] Univ Iowa, Iowa City, IA 52242 USA; [Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Du, Hanxiang; Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA; [Chen, Guanhua] Concord Consortium, Concord, MA 01742 USA; [Xie, Charles] Inst Future Intelligence, Natick, MA 01760 USA; [Pagano, Lauren C.; Haden, Catherine A.] Loyola Univ, Dept Psychol, Chicago, IL 60660 USA; [Uttal, David H.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Tomblin, David; Mogul, Nicole] Univ Maryland, Coll Pk Scholars Sci Technol & Soc Program, College Pk, MD 20742 USA; [Smith, Dorothy V.] Univ New England, Sch Educ, Dept STEM Educ, Armidale, NSW 2351, Australia; [Wen, Yun] Nanyang Technol Univ, Natl Inst Educ, Singapore, Singapore; [Blustein, David L.; Erby, Whitney; Meerkins, Tera; Soldz, Isaac; Ezema, Gabriel Nnamdi] Boston Coll, Dept Counseling Dev & Educ Psychol, Campion 315, Chestnut Hill, MA 02467 USA; [King, Hunter C.; Lewis, Heather L. J.; Payan, Julio; Fischer, Aaron J.] Univ Utah, 1238 E Fenway Ave,Unit 2, Salt Lake City, UT 84102 USA; [Bella, Zachary] Univ Wisconsin, Milwaukee, WI 53201 USA; [Juskeviciene, Anita; Stupuriene, Gabriele; Jevsikova, Tatjana] Vilnius Univ, Inst Data Sci & Digital Technol, Akad Str 4, LT-08412 Vilnius, Lithuania; [Rodriguez, Alberto J.; Shim, Soo Won] Purdue Univ, Coll Educ, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA; [O'Hara, Robert M.] Clemson Univ, Dept Educ & Human Dev, 101 Gantt Cr, Clemson, SC 29631 USA; [Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China; [Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China; [Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China; [Gonzalez-Nieto, Noe Abraham; Ching-Chiang, Lay-Wah Carolina; Fernandez-Cardenas, Juan Manuel; Reynaga-Pena, Cristina G.; Santamaria-Cid-de-Leon, David] Tecnol Monterrey, Escuela Humanidades & Educ, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; [Diaz-de-Leon-Lastras, Alejandra; Cortes Capetillo, Azael Jesus] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; 0; [Wolf, Vanessa; Hsiao, Valerie; Min, Ashley; Ashcroft, Jared] Pasadena City Coll, Pasadena, CA 91106 USA; [Rodriguez, Brandon] NASA Educ, Jet Prop Lab, Pasadena, CA USA; [Mayorga, Jill] Aspire Pacific Acad, Huntington Pk, CA USA; [Anderson, Ashlyn E.] Univ Alabama Birmingham, Dept Cell Dev & Integrat Biol, Birmingham, AL USA; [Justement, Louis B.; Bruns, Heather A.] Univ Alabama Birmingham, Dept Microbiol, 845 19th St South,BBRB 273B, Birmingham, AL 35294 USA; [Wannapiroon, Naphong; Petsangsri, Sirirat] King Mongkuts Inst Technol Ladkrabang, Bangkok, Thailand; [Nurtanto, Muhammad] Univ Sultan Ageng Tirtayasa, Dept Mech Engn Educ, Jl Raya Jakarta Km 4, Banten, Indonesia; [Sudira, Putu] Yogyakarta State Univ, Grad Sch, Tech & Vocat Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Kholifah, Nur] Yogyakarta State Univ, Dept Culinary & Fash Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Samsudin, Achmad] Univ Pendidikan Indonesia, Dept Phys Educ, Jl Dr Setiabudi 229, Kota Bandung 40154, Jawa Barat, Indonesia; [Warju, Warju] Univ Negeri Surabaya, Fac Engn, Dept Mech Engn, Jl Ketintang, Surabaya 60213, Indonesia; [Nguyen Thi Thu Thuy] Pham Dong Univ, Dept Phys Educ, Fac Sci Educ, Quangngai, Vietnam; [Nguyen Van Bien; Duong Xuan Quy] Hanoi Natl Univ Educ, Fac Phys, Dept Phys Educ, Hanoi, Vietnam; [Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Jember Univ, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei; Hakamada, Hiroki] Shizuoka Univ, Grad Sch Educ, Dept Sci Educ, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, Grad Sch Sci Informat & Technol, Dept Sci Educ, Shizuoka, Japan; [Cervone, Daniel; Mercurio, Lara] Univ Illinois, Dept Psychol, 1007 West Harrison St, Chicago, IL 60607 USA; [Lilley, Carmen] Univ Illinois, Dept Mech & Ind Engn, Chicago, IL 60607 USA; [Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Ctr Learning Sci & Technol, Shatin, Hong Kong, Peoples R China; [Rahmawati, Yuli] Univ Negeri Jakarta, Dept Chem Educ, Jakarta 13320, Indonesia; [Christopoulos, Athanasios; Laakso, Mikko-Jussi] Univ Turku, Ctr Learning Analyt, Dept Future Technol, Turku 20014, Finland; [Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece; [Gonzalez-Tablas, Ana I.; Planet Palomino, Alvaro] Univ Carlos III Madrid, Comp Sci & Engn Dept, Avda Univ 30, Leganes 28911, Spain; [Gonzalez Vasco, Maria I.] Univ Rey Juan Carlos, Mat Sci & Engn & Elect Technol, Dept Appl Math, Calle Tulipan S-N, Mostoles 28933, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, Dept Stat, Avda Univ 30, Leganes 28911, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, UC3M Santander IBiDat, Avda Univ 30, Leganes 28911, Spain; [Nguyen, Thi Phuoc Lai] Asian Inst Technol, Sch Environm Resources & Dev, Dept Dev & Sustainabil, Pathum Thani 12120, Thailand; [Nguyen, Thi Huy; Tran, Thanh Khiet] Minist Educ & Training, Hanoi 100000, Vietnam; 0; [Lin, Qiao; Yin, Yue; Hadad, Roxana] Univ Illinois, 1040 West Harrison St, Chicago, IL 60607 USA; [Tang, Xiaodan] Northwestern Univ, 625 Michigan Ave, Chicago, IL 60611 USA; [Hadad, Roxana] NE Illinois Univ, 5500 North St Louis Ave, Chicago, IL 60625 USA; [Hadad, Roxana] Univ Calif Los Angeles, 405 Hilgard Ave, Los Angeles, CA 90095 USA; [Zhai, Xiaoming] Univ Georgia, 110 Carlton St, Athens, GA 30602 USA; [Evans, Tanya; Novak, Julia; Thomas, Mike] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy; Murphy, Priscilla E. L.] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand; [Stephens, Jason] Univ Auckland, Sch Learning Dev & Profess Practice, Auckland, New Zealand; [Li, Xiaoshan] Beijing Normal Univ, Fac Educ, Smart Learning Inst, Sch Educ Technol, Xinjiekouwai St, Beijing 100875, Peoples R China; [Wang, Wenjing] Beijing Normal Univ, Sch Syst Sci, Xinjiekouwai St, Beijing 100875, Peoples R China; [Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Birmingham Community Charter High Sch, Encino, CA 91406 USA; [Tsinajinie, Garrison; Kirboyun, Sevgi; Hong, Sunggye] Univ Arizona, Dept Disabil & Psychoeduc Studies, Tucson, AZ 85721 USA; [Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain; [Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, TR-49250 Mus, Turkey; [Ceyhan, Gaye D.] Bogazici Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Tillotson, John W.] Syracuse Univ, Dept Sci Teaching, Syracuse, NY 13244 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Elementary Math Educ, Long Beach, CA 90840 USA; [Mohr-Schroeder, Margaret J.] Univ Kentucky, STEM Educ, Lexington, KY USA; [Utley, Juliana; Ivey, Toni; Cribbs, Jennifer] Oklahoma State Univ, Sch Teaching Learning & Educ Sci, Stillwater, OK 74078 USA; [Anwar, Saira] Univ Florida, Dept Engn Educ, Nucl Sci Bldg, Gainesville, FL 32611 USA; [Menekse, Muhsin] Purdue Univ, Sch Engn Educ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Conde, Miguel A.; Rodriguez-Sedano, Francisco J.] Univ Leon, Robot Res Grp, Leon, Spain; [Fernandez-Llamas, Camino] Univ Leon, Leon, Spain; [Goncalves, Jose; Lima, Jose] Inst Politecn Braganca, Braganca, Portugal; [Garcia-Penalvo, Francisco J.] Univ Salamanca, Salamanca, Spain; [Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien; Wullemen, Ann; van de Vyver, Yannick; Rydant, Tom; De Spiegeleer, Lotje; Verbraeken, Hanne] Univ Antwerp, Fac Social Sci, Dept Training & Educ Sci, Res Unit Edubron, Prinsstr 13, B-2000 Antwerp, Belgium; [Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien] Karel de Grote Univ Apllied Sci & Arts, Fac Teacher Training, Expertise Ctr Urban Educ, Brusselstr 45, B-2018 Antwerp, Belgium; [Ardies, Jan] AP Univ Appl Sci, Dept Educ & Training, Lange Nieuwstr 101, B-2000 Antwerp, Belgium; [Bertram, Lara] Max Planck Inst Human Dev, MPRG iSearch, Berlin, Germany; [Bertram, Lara] Fac Hlth & Med Sci, Sch Psychol, Guildford, Surrey, England; [Geesa, Rachel Louise] Ball State Univ, Educ Leadership, Muncie, IN 47306 USA; [Stith, Krista M.] Ball State Univ, Ctr Gifted Studies & Talent Dev, Muncie, IN 47306 USA; [Rose, Mary A.] Ball State Univ, Educ Studies, Muncie, IN 47306 USA; [Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu, South Korea; [Ham, Hyungin] Suwanhana Middle Sch, Gwangju, South Korea; [Kwon, Hyuksoo] Kongju Natl Univ, Dept Technol & Home Econ Educ, Gongju, South Korea; [Sivaraj, Ramya; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA; [Ellis, Joshua A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX USA; [Tan, Michael] Nanyang Technol Univ, Natl Inst Educ, 1 Nanyang Walk, Singapore S637616, Singapore; [Bianchi, Nicola] Northwestern Univ, Kellogg Sch Management, Evanston, IL 60208 USA; [Giorcelli, Michela] Univ Calif Los Angeles, Los Angeles, CA 90024 USA; [Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece; [Dengel, Andreas] Univ Wurzburg, Chair Sch Pedag, D-97070 Wurzburg, Germany; [Christopoulos, Athanasios] Univ Turku, Dept Future Technol, FI-20014 Turku, Finland; [Phillips, Molly] iDigBio & Facilitates Inc Digital Collect Resourc, Gainesville, FL USA; [Shea, Elizabeth K.] Delaware Museum Nat Hist, Mollusks, Wilmington, DE USA; [Bolton, Amy] Smithsonian Natl Museum Nat Hist, Washington, DC USA; [Lincoln, Cynthia] North Carolina Museum Nat Sci, Naturalist Ctr, Raleigh, NC USA; [Green, Kathryn] Univ Georgia, Genet Dept, Athens, GA 30602 USA; [Mast, Austin] Florida State Univ, Dept Biol Sci, Tallahassee, FL 32306 USA; [Mast, Austin] FSUs Robert K Godfrey Herbarium, Tallahassee, FL USA; [Mast, Austin] Univ Zurich, Zurich, Switzerland; [Cubeta, Marc A.] North Carolina State Univ NCSU, Dept Entomol & Plant Pathol, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Ctr Integrated Fungal Res, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Larry F Grand Mycol Herbarium, Raleigh, NC USA; [Skrimponis, Panagiotis; Korakis, Thanasis] NYU, New York, NY 10003 USA; [Makris, Nikos] Univ Thessaly, Volos, Greece; [Rajguru, Sheila Borges] Rutgers State Univ, New Brunswick, NJ USA; [Cheng, Karen; Ford, Emily] Columbia Engn Outreach, New York, NY USA; [Ostrometzky, Jonatan; Kostic, Zoran; Zussman, Gil] Columbia Univ, New York, NY 10027 USA; [Colon, Jessica; Oliphant, Simone; Shirajee, Ateev; Mccartney, Melissa] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Colon, Jessica; Tiernan, Nichole; Oliphant, Simone; Shirajee, Ateev; Flickinger, Jonathan; Francisco-Ortega, Javier; Mccartney, Melissa] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Liu, Hong; Francisco-Ortega, Javier] Florida Int Univ, Dept Earth & Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Inst Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Latin Amer & Caribbean Ctr, Miami, FL 33199 USA; [Tiernan, Nichole; Flickinger, Jonathan; Liu, Hong; Francisco-Ortega, Javier] Fairchild Trop Bot Garden, Coral Gables, FL USA; [Hacisalihoglu, Gokhan] Florida A&M Univ, Dept Biol Sci, Tallahassee, FL 32307 USA; [Stephens, Desmond; Stephens, Sonya] Florida A&M Univ, Dept Math, Tallahassee, FL 32307 USA; [Johnson, Lewis] Florida A&M Univ, Dept Phys, Tallahassee, FL 32307 USA; [Edington, Maurice] Florida A&M Univ, Dept Chem, Tallahassee, FL 32307 USA; [Owens, David C.] Georgia Southern Univ, Dept Middle Grades & Secondary Educ, Savannah, GA 31419 USA; [Petitt, Destini N.] Univ N Carolina, Dept Geog & Earth Sci, Charlotte, NC 28223 USA; [Lally, Diane; Forbes, Cory T.] Univ Nebraska, Sch Nat Resources, Lincoln, NE 68583 USA; [Jeong, Jin Su; Gonzalez-Gomez, David; Yllana Prieto, Felix] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Ave Univ S-N, Caceres 10004, Spain; 0; [Aydin-Gunbatar, Sevgi; Ekiz-Kiran, Betul] Van Yuzuncu Yil Univ, Coll Educ, Math & Sci Educ Dept, Van, Turkey; [Oztay, Elif Selcan] Van Yuzuncu Yil Univ, Coll Educ, Primary Educ Dept, Van, Turkey; [Ansong, David; Okumu, Moses; Albritton, Travis J.; Bahnuk, Eva Paige] Univ N Carolina, Sch Social Work, 325 Pittsboro St, Chapel Hill, NC 27599 USA; [Small, Eusebius] Univ Texas Arlington, Sch Social Work, Arlington, TX 76019 USA; [Evans, Tanya; Thomas, Michael O. J.] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand; [Parker, Carolyn] Amer Univ, Sch Educ, Spring Valley Bldg,4400 Massachusetts Ave NW, Washington, DC 20016 USA; [Grigg, Jeffrey] Johns Hopkins Univ, Baltimore, MD USA; [D'Souza, Stephanie] Amer Inst Res, Washington, DC USA; [Mitchell, Charlie] Maryland Dept Educ, Baltimore, MD USA; [Smith, Erica] Tulane Univ, New Orleans, LA 70118 USA; [Zhu, Xinhong; Xiong, Zhenfang; Zheng, Taoyun; Li, Lin; Zhang, Liuyi; Yang, Fen] Hubei Univ Chinese Med, Sch Nursing, Wuhan, Peoples R China; [Mi, Shuaishuai; Lu, Shanshan] Shandong Normal Univ, Jinan 250014, Shandong, Peoples R China; [Bi, Hualin] Qufu Normal Univ, Qufu, Shandong, Peoples R China; [Salmi, Hannu S.; Thuneberg, Helena] Univ Helsinki, Fac Educ Sci, POB 8, Helsinki 00014, Finland; [Bogner, Franz X.] Univ Bayreuth, Fac Biol Chem & Earth Sci, Bayreuth, Germany; [Xing, Wanli; Li, Chenglu] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL USA; [Chen, Guanhua; Huang, Xudong; Chao, Jie; Massicotte, Joyce; Xie, Charles] Concord Consortium, Concord, MA USA; [Mutambara, David; Bayaga, Anass] Univ Zululand, Fac Educ, Dept Maths Sci & Technol Educ, Richards Bay, South Africa; [Wang, Liyan] Shanghai Normal Univ, Shanghai, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Dept Educ Technol, Shanghai, Peoples R China; [Hughes, Roxanne; Roberts, Kari] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Schellinger, Jennifer] Florida State Univ, Coll Educ, Tallahassee, FL 32306 USA; [Mohan, Ashwin; Kelly, Gregory J.] Penn State Univ, State Coll, PA 16801 USA; [Lane, A. Kelly] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA; [McAlpin, Jacob D.; Feola, Stephanie; Lewis, Jennifer E.] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Earl, Brittnee; Shadle, Susan E.] Boise State Univ, Ctr Teaching & Learning, Boise, ID 83725 USA; [Lewis, Jennifer E.; Skvoretz, John; Prevost, Luanna B.] Univ S Florida, Ctr Improvement Teaching & Res Undergrad STEM Edu, Tampa, FL 33620 USA; [Mertens, Karl] Boise State Univ, Ecol Evolut & Behav Program, Boise, ID 83725 USA; [Shadle, Susan E.] Boise State Univ, Dept Chem & Biochem, Boise, ID 83725 USA; [Skvoretz, John] Univ S Florida, Dept Sociol, Tampa, FL 33620 USA; [Ziker, John P.] Boise State Univ, Dept Anthropol, Boise, ID 83725 USA; [Couch, Brian A.] Univ Nebraska, Sch Biol Sci, Lincoln, NE 68588 USA; [Prevost, Luanna B.] Univ S Florida, Dept Integrat Biol, Tampa, FL 33620 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA 22904 USA; [Shah, Niral; Ai-Khanh Nguyen] Univ Washington, Coll Educ, Seattle, WA 98105 USA; [Christensen, Julie A.; Byun, Sunghwan; Stroupe, David] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Ortiz, Nickolaus A.] Georgia State Univ, Coll Educ & Human Dev, Atlanta, GA 30303 USA; [Reinholz, Daniel L.] San Diego State Univ, Coll Sci, San Diego, CA 92182 USA; [Stella, Massimo] Complex Sci Consulting, Lecce, Italy; [Lee, Meggan J.] Univ Illinois, Dept Sociol, Urbana, IL 61820 USA; [Collins, Jasmine D.] Univ Illinois, Educ & Commun, Urbana, IL 61801 USA; [Harwood, Stacy Anne] Univ Utah, City & Metropolitan Planning Dept, Salt Lake City, UT 84112 USA; [Mendenhall, Ruby] Univ Illinois, Dept Sociol & African Amer Studies, Carle Illinois Coll Med, Champaign, IL 61820 USA; [Huntt, Margaret Browne] Univ Illinois, Canc Ctr Illinois, Urbana, IL 61801 USA; [Dong, Yan; Wang, Jing] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Yang, Yunying] Univ Melbourne, Melbourne Grad Sch Educ, Melbourne, Vic 3053, Australia; [Kurup, Premnadh M.] La Trobe Univ, Sch Educ, Melbourne, Vic, Australia; [Hwang, Candy S.] Southern Connecticut State Univ, Dept Chem, New Haven, CT 06515 USA; [Wan, Zhi Hong; Jiang, Yushan; Zhan, Ying] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [Liu, Ran] Univ Wisconsin, Dept Educ Policy Studies, Madison, WI 53706 USA; [Smith, Derrick W.; Lampley, Sandra A.; Blair, Morgan] Univ Alabama, Huntsville, AL 35756 USA; [Dolan, Bob] Diverse Learners Consulting, Leverett, MA USA; [Williams, Greg; Schleppenbach, David] Tactile Solut Inc, Lafayette, IN USA; [Dziob, Daniel] Jagiellonian Univ Med Coll, Dept Biophys, Sw Lazarza 16, PL-31530 Krakow, Poland; [Krupinski, Michal; Wozniak, Edyta; Gabryszewski, Ryszard] Polskiej Akad Nauk CBK PAN, Ctr Badan Kosmicznych, Bartycka 18A, PL-00716 Warsaw, Poland; [Hernandez-Sabate, Aura; Sanchez, F. Javier] Univ Autonoma Barcelona, Dept Ciencies Computacio, Bellaterra 08193, Barcelona, Spain; [Hernandez-Sabate, Aura; Sanchez, F. Javier] Comp Vis Ctr, Bellaterra 08193, Barcelona, Spain; [Albarracin, Lluis] Univ Autonoma Barcelona, Dept Didact Ciencies Expt & Matemat, Bellaterra 08193, Barcelona, Spain; [Milicic, Gregor; Wetzel, Sina; Ludwig, Matthias] Goethe Univ Frankfurt, Inst Math & Comp Sci Educ, D-60325 Frankfurt, Germany; [Rowe, Shawn] Oregon State Univ, Coll Educ, Sea Grant, Corvallis, OR 97331 USA; [Riggio, Mariapaola] Oregon State Univ, Wood Sci & Engn, Corvallis, OR 97331 USA; [De Amicis, Raffaele] Oregon State Univ, Sch Elect Engn & Comp Sci, Corvallis, OR 97331 USA; [Rowe, Susan R.] Oregon State Univ, Precoll Programs, Corvallis, OR 97331 USA; [Eltanahy, Marwa; Forawi, Sufian] British Univ Dubai, Dubai Int Acad City DIAC, 1st & 2nd Floor,Block 11,POB 345015, Dubai, U Arab Emirates; [Mansour, Nasser] Univ Exeter, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England; [Vossen, T. E.; Tigelaar, E. H.; Van Driel, J. H.] Leiden Univ, Grad Sch Teaching, Kolffpad 1,POB 905, NL-2300 AX Leiden, Netherlands; [Vossen, T. E.; Henze, I.; De Vries, M. J.] Delft Univ Technol, Dept Sci Educ & Commun, Lorentzweg 1, NL-2628 CJ Delft, Netherlands; [Van Driel, J. H.] Univ Melbourne, Melbourne Grad Sch Educ, 234 Queensberry St, Melbourne, Vic 3010, Australia; [Yildirim, Bekir] Mus Alparslan Univ, Egitim Fak, Mus, Turkey; [Yildirim, Hamdican] Hacettepe Univ, Egitim Bilimleri Enstitusu, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey; [Gelmez-Burakgazi, Sevinc] Hacettepe Univ, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey; [Timur, Betul; Belek, Fatma] Canakkale Onsekiz Mart Univ, Matemat & Fen Bilimleri Egitimi Bolumu, Canakkale, Turkey; [Stelter, Rebecca L.; Kupersmidt, Janis B.; Stump, Kathryn N.] Innovat Res & Training, 5316 Highgate Dr Suite 125, Durham, NC 27713 USA; [Quardokus Fisher, Kathleen] Florida Int Univ, Dept Earth & Environm, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Quardokus Fisher, Kathleen] Florida Int Univ, STEM Transformat Inst, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Koretsky, Milo D.] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA; [Juskeviciene, Anita] Vilnius Univ, Inst Data Sci & Digital Technol, Vilnius, Lithuania; [Dagiene, Valentina; Dolgopolovas, Vladimiras] Vilnius Univ, Inst Educ Sci, Vilnius, Lithuania; [Alade, Fashina] Michigan State Univ, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA; [Lauricella, Alexis] Erickson Inst Early Childhood Dev, Child Dev, Chicago, IL USA; [Kumar, Yannik] Univ Chicago, Graham Sch Profess Studies, Chicago, IL USA; [Wartella, Ellen] Northwestern Univ, Commun Studies, Evanston, IL USA; [Zhou, Ding; Gomez, Rafael; Wright, Natalie; Rittenbruch, Markus] Queensland Univ Technol, Sch Design, 2 George St, Brisbane, Qld, Australia; [Davis, James] Queensland Univ Technol, Sch Teacher Educ & Leadership, 149 Victoria Pk Rd, Kelvin Grove, Qld, Australia; [Davis, James P.] Queensland Univ Technol, Brisbane, Qld 4059, Australia; [Du, Juan; Tang, Jia-Hui; Qiao, Lu; Liu, Yan-Qiu; Chiang, Feng-Kuang] Shanghai Normal Univ, Shanghai, Peoples R China; [O'Sullivan, S.] Univ Munster, Fac Math & Comp Sci, D-48149 Munster, Germany; [Friebe, Michael] Otto von Guericke Univ, Inst Med Engn, Magdeburg, Germany; [Tonti, W. R.] IEEE Future Direct, Washington, DC USA; [Hartnett, Margaret] GB Grp Plc, Chester, Cheshire, England; [Castro, Manuel] Spanish Natl Univ Distance Educ UNED, Ind Engn Sch, Elect & Comp Engn Dept, Madrid, Spain; [Pozzo, M., I] Natl Sci & Tech Res Council Argentina, Buenos Aires, DF, Argentina; [Nilsiam, Y.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA; [Welch, James] Univ Tampa, Sykes Coll Business, Tampa, FL 33606 USA; [Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX 75205 USA; [Keratithamkul, Khomson; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN USA; [Dare, Emily A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ Dept, St Paul, MN USA; [Kapon, Shulamit; Schvartzer, Maayan] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Peer, Tal] ACHERET Ctr, Cabri, Israel; [Sen, Ceylan] Yozgat Bozok Univ, Fac Educ, Dept Primary Educ, Yozgat, Turkey; [Ay, Zeynep Sonay] Hacettepe Univ, Fac Educ, Dept Elementary Math Educ, Ankara, Turkey; [Kiray, Seyit Ahmet] Necmettin Erbakan Univ, Fac Educ, Dept Elementary Sci Educ, Konya, Turkey; [Stewart, Fran] Ohio State Univ, John Glenn Coll Publ Affairs, Columbus, OH 43210 USA; [Stewart, Fran] Ohio State Univ, Ohio Mfg Inst, Columbus, OH 43210 USA; [Yeom, Minkyu] Cleveland State Univ, Levin Coll Urban Affairs, Cleveland, OH 44115 USA; [Stewart, Alice] North Carolina Agr & Tech State Univ, Greensboro, NC USA; [Caspi, Avner; Gorsky, Paul] Open Univ Israel, Dept Educ & Psychol, Raanana, Israel; [Nitzani-Hendel, Rakefet; Rosenfeld, Sherman; Berman, Shmuel] Sci & Reasoning 2000, Herev Le Et, Israel; [Zacharia, Zacharias C.] Univ Cyprus, Res Sci & Technol Educ Grp, Educ Sci, Nicosia, Cyprus; [Shildhouse, Bruria] Eshkol Payis, Petah Tiqwa, Israel; [Falloon, Garry; Forbes, Anne; Stevenson, Michael; Bower, Matt] Macquarie Univ, Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Sch Educ, Parkville, Vic, Australia; [Zhan, Xiaohong; Xu, Ranran] East China Normal Univ, Coll Teacher Educ, Fac Educ, Shanghai, Peoples R China; [Sun, Daner; Wan, Zhi Hong] Educ Univ Hong Kong, Dept Math & Informat Technol, Hong Kong, Peoples R China; [Hua, Yingli] Chengdu Tanghu Foreign Languages Sch, Chengdu, Peoples R China; [El Nagdi, Mohamed; Roehrig, Gillian] Univ Minnesota, STEM Educ Ctr, Minneapolis, MN 55455 USA; [Kulturel-Konak, Sadan] Penn State Univ Berks, Management Informat Syst, Tulpehocken Rd POB 7009, Reading, PA 19610 USA; [Liou, Yi-Hwa] Natl Taipei Univ Educ, Dept Educ Management, Taipei, Taiwan; [Daly, Alan J.] Univ Calif San Diego, Dept Educ Studies, La Jolla, CA 92093 USA; [Fernandez-Martin, Francisco-Domingo; Arco-Tirado, Jose-Luis; Hervas-Torres, Mirian] Univ Granada, Dept Dev & Educ Psychol, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier; Romero-Lopez, Carmen] Univ Granada, Dept Didact Expt Sci, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier] Univ Granada, Andalusian Inst Earth Sci, CSIC, Granada 18100, Spain; [Ruiz-Hidalgo, Juan-Francisco] Univ Granada, Dept Didact Math, Granada 18071, Spain; [Wei, Wong Kah] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Maat, Siti Mistima] Univ Kebangsaan Malaysia, Res Ctr Teaching & Learning Educ, Bangi, Selangor, Malaysia; [Glaze-Crampes, Amanda L.] Georgia Southern Univ, 4105 Coll Educ Bldg,POB 8013, Statesboro, GA 30460 USA; [Jesionkowska, Joanna; Wild, Fridolin] Oxford Brookes Univ, Performance Augmentat Lab, Headington Rd, Oxford OX3 0BP, England; [Wild, Fridolin] Open Univ, Inst Educ Technol, Walton Hall, Milton Keynes MK7 6AA, Bucks, England; [Deval, Yann] ATLAS, Ctr Marionnette Federat Wallonie Bruxelles, Rue St Martin 47, B-7500 Tournai, Belgium; [Du Plessis, Anna E.] Learning Sci Inst Australia, GPO Box 2587, Brisbane, Qld 4001, Australia; [De Meester, Jolien] Katholieke Univ Leuven, Fac Engn Sci, BE-3000 Leuven, Belgium; [Boeve-de Pauw, Jelle; De Loof, Haydee; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, BE-2000 Antwerp, Belgium; [Buyse, Marie-Paule; Ceuppens, Stijn; Dehaene, Wim] Katholieke Univ Leuven, ESAT, MICAS, Dept Elect Engn, BE-3000 Leuven, Belgium; [De Cock, Mieke] Katholieke Univ Leuven, Dept Phys & Astron, BE-3000 Leuven, Belgium; [Goovaerts, Leen] Univ Antwerp, Fac Social Sci, Sch Educ, BE-2000 Antwerp, Belgium; [Hellinckx, Luc] Vrije Univ Brussel, Logist Unit, BE-1000 Brussels, Belgium; [Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc, BE-3000 Leuven, Belgium; [Struyf, Annemie] Univ Antwerp, Dept Sociol, BE-2000 Antwerp, Belgium; [Thibaut, Lieve] IMEC, i Learn, BE-3000 Leuven, Belgium; [van de Velde, Didier] Katholiek Onderwijs Vlaanderen, Pedag Support, BE-1000 Brussels, Belgium; [Yu, Kuang-Chao; Wu, Pai-Hsing] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Fan, Szu-Chun] Natl Kaohsiung Normal Univ, Dept Ind Technol Educ, 62 Shenjhong Rd,Yanchao Campus, Kaohsiung 82444, Taiwan; [Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA; [Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA; [Black, Paul N.] Univ Nebraska, Dept Biochem, Lincoln, NE 68583 USA; [Shute, Valerie; Rahimi, Seyedahmad; Smith, Ginny; Ke, Fengfeng; Almond, Russell; Dai, Chih-Pu; Kuba, Renata; Liu, Zhichun; Yang, Xiaotong; Sun, Chen] Florida State Univ, Coll Educ, Dept Educ Psychol & Learning Syst, 3205G Stone Bldg,1114 W Call St, Tallahassee, FL 32306 USA; [Weng, Jiayi; Li, Hui] Univ Hong Kong, Fac Educ, Hong Kong, Peoples R China; [Li, Hui] Macquarie Univ, Fac Educ, N Ryde, NSW, Australia; [Ferrada-Ferrada, Cristian; Silva-Diaz, Francisco] Univ Granada UGR, Granada, Spain; [Carrillo-Rosua, Javier] Univ Granada UGR, Inst Andaluz Ciencias Tierra CSIC UGR, Dept Didact Ciencias Expt, Granada, Spain; [Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Chile; [York, Emily] James Madison Univ, Sch Integrated Sci, 702 Carrier Dr MSC 4302, Harrisonburg, VA 22807 USA; [Conley, Shannon N.] James Madison Univ, Sch Integrated Sci, 701 Carrier Dr MSC 4102, Harrisonburg, VA 22807 USA; [Develaki, Maria] Hellen Minist Educ, Educ Advice Secondary Sci Educ, Athens, Greece; [Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan; [Park, Wonyong; Wu, Jen-Yi; Erduran, Sibel] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England; [Erduran, Sibel] Univ Oslo, Norwegian Ctr Sci Educ, Oslo, Norway; [Hussenius, Anita] Uppsala Univ, Ctr Gender Res, Uppsala, Sweden; [Cetin, Mustafa] Akdeniz Univ, Fac Educ, Dept Elementary & Early Childhood Educ, TR-07058 Antalya, Turkey; [Demircan, Hasibe Ozlen] Middle East Tech Univ, Fac Educ, Dept Elementary & Early Childhood Educ, Ankara, Turkey; [Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, 701 W Stadium Ave, W Lafayette, IN 47907 USA; [Magana, J. Alejandra] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA; [Menchaca Sierra, Iratxe; Dziabenko, Olga; Garcia Zubia, Javier] Univ Deusto, Bilbao, Spain; [Sanchez-Martin, Jesus] Univ Extremadura, Fac Educ, Dept Didact Ciencias Expt & Matemat, Avda Elvas S-N, Badajoz 06006, Spain; [Corrales-Serrano, Mario] Univ Extremadura, Fac Educ, Dept Didact Ciencias Sociales Lengua & Literatura, Avda Elvas S-N, Badajoz 06006, Spain; [Luque-Sendra, Amalia; Zamora-Polo, Francisco] Univ Seville, Dept Ingn Diseno, Escuela Politecn Super, C Virgen Africa 7, Seville 41011, Spain; [Zamora-Polo, Francisco] Univ Extremadura, Dept Ingn Mecan Energet & Mat, Escuela Ingn Ind, Avda Elvas S-N, Badajoz 06006, Spain; [Palisoc, Caesar P.; Morales, Marie Paz E.] Philippine Normal Univ Manila, Coll Grad Studies & Teacher Educ Res, Grad Teacher Educ Fac, Manila 1000, Philippines; [Avilla, Ruel A.; Owen Ayuste, Thaddeus; Ramos-Butron, Benilda] Philippine Normal Univ Manila, Fac Sci Technol & Math, Coll Teacher Dev, Manila 1000, Philippines; [Casilla, Nica A.] Philippine Normal Univ Manila, Publicat Off, Manila 1000, Philippines; [Dickman, Benjamin; Nauman, Erik] Hewitt Sch, New York, NY 10021 USA; [Monahan, Ceire; Munakata, Mika; Vaidya, Ashwin] Montclair State Univ, Dept Math Sci, Montclair, NJ 07043 USA; [Gandini, Sean] Gandini Juggling, London, England; [Miles Nash, Angel] Chapman Univ, Leadership Dev, Orange, CA 92866 USA; [Peters, April L.] Univ Houston, Educ Leadership & Policy Studies, Houston, TX USA; [Carolina Ching-Chiang, Lay-Wah; Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Escuela Humanidades & Educ, Monterrey, Mexico; [Simunovic, Mara; Babarovic, Toni] Ivo Pilar Inst Social Sci, Marulicev Trg 19-1, Zagreb 10000, Croatia; [Hosbein, Kathryn N.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97207 USA; [Eglash, Ron] Univ Michigan, Sch Informat, 4389 North Quad,105 S State St, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Art & Design, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Pretoria, Pretoria, South Africa; [Babbitt, William] Rensselaer, Troy, NY USA; [Lachney, Michael] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Reinhardt, Martin] Reinhardt & Associates, Lexington, KY USA; [Reinhardt, Martin] Northern Michigan Univ, Native Amer Studies, Marquette, MI USA; [Hammond-Sowah, Deborah] Kumasi Hive, Kumasi, Ghana; [Ciftci, Ayse] Mus Alparslan Univ, Dept Math & Sci Educ, Mus, Turkey; [Topcu, Mustafa Sami] Yildiz Tech Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Foulk, Jaimie A.] Univ Missouri, Dept Learning Teaching & Curriculum, Columbia, MO USA; [Watson, Sandy; Williams-Duncan, Omah M.; Peters, Michelle L.] Univ Houston Clear Lake, Houston, TX 77058 USA; [Roller, Sarah A.; Lampley, Sandra A.; Dillihunt, Monica L.] Univ Alabama, Dept Curriculum & Instruct, Huntsville, AL 35899 USA; [Benfield, Michael P. J.; Turner, Matthew W.; Davis, Andrew M.] Univ Alabama, Syst Management & Prod Ctr, Huntsville, AL 35899 USA; [Gholston, Sampson E.] Univ Alabama, Dept Ind & Syst Engn & Engn Management, Huntsville, AL 35899 USA; [Keratithamkul, Khomson; Kim, Justine N.; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA; [Hennessy Elliott, Colin] NYU, Teaching & Learning, New York, NY USA; [Eisenhart, Margaret] Univ Colorado, Sch Educ, POB 4615, Boulder, CO 80306 USA; [Allen, Carrie D.] Univ North Texas, Dept Educ Psychol, 1155 Union Circle 311335, Denton, TX 76203 USA; [Gao, Fei] Bowling Green State Univ, 260 Technol Bldg, Bowling Green, OH 43403 USA; [Li, Lan] Bowling Green State Univ, 521 Educ Bldg, Bowling Green, OH 43403 USA; [Sun, Yanyan] East China Normal Univ, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China; [So, Wing Mui Winnie] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [He, Qianwen; Chen, Yu; Chow, Cheuk Fai] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Cheuk Fai] Educ Univ Hong Kong, Knowledge Transfer Sub Off, Hong Kong, Peoples R China; [Bain, Kinsey; Bergeron, Paul; Nelson, Paul C.; Posey, Lynmarie A.; Cooper, Melanie M.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Bender, Lydia; Laverty, James T.] Kansas State Univ, Dept Phys, Cardwell Hall, Manhattan, KS 66506 USA; [Bergeron, Paul; Caballero, Marcos D.; Tessmer, Stuart H.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48824 USA; [Caballero, Marcos D.; Ebert-May, Diane; Posey, Lynmarie A.; Urban-Lurain, Mark; Cooper, Melanie M.] Michigan State Univ, Create Stem Inst, E Lansing, MI 48824 USA; [Caballero, Marcos D.] Univ Oslo, Dept Phys, Oslo, Norway; [Caballero, Marcos D.] Univ Oslo, Ctr Comp Sci Educ, Oslo, Norway; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, Dept Chem & Biochem, Miami, FL 33199 USA; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Duffy, Erin M.] Western Washington Univ, Dept Chem & Sci Math & Technol Educ, Bellingham, WA 98225 USA; [Ebert-May, Diane] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA; [Fata-Hartley, Cori L.] Michigan State Univ, Coll Nat Sci, E Lansing, MI 48824 USA; [Herrington, Deborah G.] Grand Valley State Univ, Dept Chem, Allendale, MI 49401 USA; [Matz, Rebecca L.] Michigan State Univ, Hub Innovat Learning & Technol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stowe, Ryan L.] Univ Wisconsin, Dept Chem, 1101 Univ Ave, Madison, WI 53706 USA; [Sweeder, Ryan D.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA; [Smyrnaiou, Zacharoula; Georgakopoulou, Eleni] Natl & Kapodistrian Univ Athens NKUA, Sch Philosophy, Dept Educ Studies, Univ Campus, Ilissia 15784, Greece; [Sotiriou, Sofoklis] Ellinogermaniki Agogi, Res & Dev Dept, Dimitriou Panagea Str, Pallini 15351, Attica, Greece; [McComas, William F.] Univ Arkansas, Coll Educ & Hlth Profess, 310 Peabody Hall, Fayetteville, AR 72703 USA; [Burgin, Stephen R.] Univ Arkansas, Coll Educ & Hlth Profess, 312 Peabody Hall, Fayetteville, AR 72703 USA; [Chiang, Feng-Kuang; Liu, Yan-qiu; Feng, Xiran; Zhuang, Yaoxian; Sun, Yulong] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Chiang, Feng-Kuang] MIT, RELATE Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Smith, David H.; Hao, Qiang; Tsikerdekis, Michail; Martin, Lilu; Tresham, Nathan] Western Washington Univ, 516 High St, Bellingham, WA 98225 USA; [Dennen, Vanessa] Florida State Univ, Tallahassee, FL 32306 USA; [Barnes, Bradly] Univ Georgia, Athens, GA 30602 USA; [Wilson, Kimberley] Australian Catholic Univ Brisbane, Fac Educ & Arts, Sch Educ, 1100 Nudgee Rd, Banyo, Qld 4014, Australia; [Gao, Xiaoyi; Li, Peishan; Sun, Huifang] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Shen, Ji] Univ Miami, Dept Teaching & Learning, Sch Educ & Human Dev, Coral Gables, FL 33124 USA; [Smolinsky, Lawrence] Louisiana State Univ, Dept Math, Baton Rouge, LA 70803 USA; [Olafsson, Gestur] Louisiana State Univ, Dept Math, Math, Baton Rouge, LA 70803 USA; [Marx, Brian D.; Ma, Yanxia A.] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA; [Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Delahunty, Thomas] Univ Nebraska, Coll Engn, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Lynch, Raymond] Univ Limerick, Sch Educ, Limerick, Ireland; [Li, Kam-Cheong; Wong, Billy Tak-Ming] Open Univ Hong Kong, Inst Res Open & Innovat Educ, Kowloon, Hong Kong, Peoples R China; [Johns, Carolyn] Ohio State Univ, Dept Math, 231 W 18th Ave, Columbus, OH 43210 USA; [Ortiz-Revilla, Jairo; Greca, Ileana M.] Univ Burgos, Fac Educ, Dept Didact Especif, C Villadiego 1, Burgos 09001, Spain; [Aduriz-Bravo, Agustin] Univ Buenos Aires, Fac Ciencias Exactas & Nat, Inst CeFIEC, 2 Piso,Pabellon 2,Ciudad Univ, Buenos Aires, DF, Argentina; [Huang, Fenxia] Fujian Normal Univ, Fac Educ, Fuzhou, Peoples R China; [Watanabe, Wataru; Maruyama, Ryoji] Ritsumeikan Univ, Coll Sci & Engn, Dept Elect & Elect Engn, 1-1-1 Nojihigashi, Kusatsu, Shiga 5258577, Japan; [Arimoto, Hidenobu] Natl Inst Adv Ind Sci & Technol, Sensing Syst Res Ctr, AIST Tsukuba Cent 5,1-1-1 Higashi, Tsukuba, Ibaraki 3058565, Japan; [Tamada, Yosuke] Utsunomiya Univ, Sch Engn, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan; [Tamada, Yosuke] Utsunomiya Univ, Ctr Opt Res & Educ CORE, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan; [Gafuanov, Yaroslav Yu; Podnebesova, Galina B.] South Ural State Humanitarian Pedag Univ, Chelyabinsk, Russia; [Boytchev, Pavel] Sofia Univ, Fac Math & Informat, Sofia 1164, Bulgaria; [Boytcheva, Svetla] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria; [Boytchev, Pavel] FMI KIT, 5 James Bourchier Blvd, Sofia 1164, Bulgaria; [Reeves, Philip M.] Johns Hopkins Univ, Baltimore, MD 21205 USA; [Bobrownicki, Aiyana] Yale Univ, Poorvu Ctr Teaching & Learning, New Haven, CT 06511 USA; [Bauer, Melanie; Graham, Mark J.] Yale Univ, STEM Program Evaluat & Res Lab STEM PERU, Dept Ecol & Evolutionary Biol, New Haven, CT 06511 USA; [Demirbag, Cansu; Arikan, Serkan; Mugaloglu, Ebru Zeynep] Bogazici Univ, Fac Educ, Istanbul, Turkey; [Zhuang, Tengteng; Cheung, Alan C. K.] Chinese Univ Hong Kong, Dept Educ Adm & Policy, Hong Kong, Peoples R China; [Tam, Winnie] Chinese Univ Hong Kong, Ctr Univ Sch Partnership, Hong Kong, Peoples R China; [Macalalag, Jr Augusto Z.; Johnson, Joseph; Lai, Michelle] Arcadia Univ, Sch Educ, 450 S Easton Rd, Glenside, PA 19038 USA; [Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Lachney, Michael] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Babbitt, William; Davis, James] Rensselaer Polytech Inst, Dept Sci & Technol Studies, Troy, NY 12181 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Reinhardt, Martin] Northern Michigan Univ, Ctr Nat Amer Studies, Marquette, MI USA; [Jones, Rebecca M.] George Mason Univ, Dept Chem & Biochem, Fairfax, VA 22030 USA; [Cleaver, Rachel] George Mason Univ, Off Admiss, Fairfax, VA 22030 USA; [Manuel Bautista-Vallejo, Jose] Univ Huelva, Dept Pedag, Huelva, Spain; [Manuel Hernandez-Carrera, Rafael] Univ Int Rioja, Dept Didact & Org Escolar, Logrono, Spain; [Koyunlu Unlu, Zeynep] Bozok Univ, Div Classroom Instruct Educ, Yozgat, Turkey; [Dokme, Ilbilge] Gazi Univ, Dept Math & Sci Educ, Ankara, Turkey; [St James, Andrew R.] Cornell Univ, Dept Microbiol, Ithaca, NY 14853 USA; [Campbell, Darlene] Cornell Univ, Off Undergrad Biol, Ithaca, NY 14853 USA; [Bustamante, Andres S.] Univ Calif Irvine, Sch Educ, 3363 Educ Bldg, Irvine, CA 92617 USA; [Schlesinger, Molly; Evans, Natalie; Hirsh-Pasek, Kathy] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Begolli, Kreshnik Nasi] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA; [Golinkoff, Roberta M.] Univ Delaware, Sch Educ, Newark, DE 19716 USA; [Shahidi, Nabil] Onno Architects, Dhaka, Bangladesh; [Zonji, Shekufeh] Early Childhood Dev Act Network, Washington, DC USA; [Riesen, Cristina] We Are Play Lab Fdn, Zurich, Switzerland; [Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Res Ctr Smart Learning, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien] Natl Yunlin Univ Sci & Technol, Coll Future, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Dept Appl Foreign Languages, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Quinn, Candice M.] Middle Tennessee State Univ, Dept Math, Murfreesboro, TN 37130 USA; [Reid, Joshua W.; Gardner, Grant E.] Middle Tennessee State Univ, Dept Biol, Murfreesboro, TN 37130 USA; [Ozkan, Gulbin; Umdu Topsakal, Unsal] Yildiz Tech Univ, Math & Sci Educ, Istanbul, Turkey; [Pleasants, Jacob] Keene State Coll, 378 Putnam Sci Ctr, Keene, NH 03435 USA; [Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain; [Lee, Okhee] NYU, 239 Greene St,Room 620, New York, NY 10031 USA; [Stephens, Amy] Natl Acad Sci Engn & Med, Washington, DC USA; [Sabbah, Soryna; Heyd-Metzuyanim, Einat] Technion Israel Inst Technol, Fac Educ Sci & Technol, Haifa, Israel; [Hacioglu, Yasemin; Donmez Usta, Necla] Giresun Univ, Fac Educ, TR-28200 Giresun, Turkey; [Barnard, Marie; Sparkmon, Wesley] Univ Mississippi, Dept Pharm Adm, 234 Faser Hall, University, MS 38677 USA; [Dehon, Erin; Compretta, Caroline; Notebaert, Andrew; Stray, Stephen; Taylor, Juanyce; Sullivan, Donna; Rockhold, Robin] Univ Mississippi, Med Ctr, Jackson, MS 39216 USA; [Meyer, Edgar] Univ Arkansas Med Sci, Little Rock, AR 72205 USA; [Barlow, Allyson] Univ Nevada Reno, Sch Chem & Mat Engn, 1664 N Virginia St M, Reno, NV 89557 USA; [Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA; [Lutz, Benjamin] Calif Polytech State Univ San Luis Obispo, 1 Grand Ave,Bldg 13-221, San Luis Obispo, CA 93407 USA; [Pitterson, Nicole] Dept Engn Educ, 369 Goodwin Hall,635 Prices Fork Rd, Blacksburg, VA USA; [Hunsu, Nathaniel] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Adesope, Olusola] Washington State Univ, Coll Educ, Dept Kinesiol & Educ Psychol, Room 356,Cleveland Hall, Pullman, WA 99164 USA; [Knekta, Eva] Umea Univ, Dept Sci & Math Educ, S-90187 Umea, Sweden; [Knekta, Eva; Eddy, Sarah] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Rowland, Ashley A.; Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA; [Chen, Chia-Chen; Huang, Po-Hao] Natl Chung Hsing Univ, Management Informat Syst, Taichung, Taiwan; [Quigley, Cassie F.] Univ Pittsburgh, 5517 WW Posvar Hall, Pittsburgh, PA 15231 USA; [Herro, Dani] Clemson Univ, Digital Media & Learning, Clemson, SC 29631 USA; [King, Elizabeth] Univ Wisconsin, Educ Fdn, Whitewater, WI 53190 USA; [Plank, Holly] Univ Pittsburgh, Learning Sci & Policy, Pittsburgh, PA USA; [Schwortz, Andria C.; Burrows, Andrea C.] Univ Wyoming, Secondary Educ, Laramie, WY USA; [Schwortz, Andria C.] Univ Wyoming Nat Sci, Quinsigamond Community Coll, Phys & Astron, 670 W Boylston St,Box 224, Worcester, MA 01606 USA; [Nguyen, Hien D.] Univ Informat Technol, Ho Chi Minh City, Vietnam; [Nguyen, Hien D.] Vietnam Natl Univ, Ho Chi Minh City, Vietnam; [Do, Nhon, V] Ho Chi Minh City Open Univ, Ho Chi Minh City, Vietnam; [Tran, Nha P.] Univ Transport & Commun, Campus Ho Chi Minh City, Hanoi, Vietnam; [Xuan Hau Pham] Quang Binh Univ, Dong Hoi City, Quang Binh, Vietnam; [Pham, Vuong T.] Sai Gon Univ, Ho Chi Minh City, Vietnam; [Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Fennell, Hayden W.] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA; [Magana, Alejandra J.] Purdue Univ, Comp & Informat Technol & Engn Educ, W Lafayette, IN 47906 USA; [Takeuchi, Miwa A.; Sengupta, Pratim; Shanahan, Marie-Claire; Adams, Jennifer D.; Hachem, Maryam] Univ Calgary, Werklund Sch Educ, Educ Studies Learning Sci, Calgary, AB, Canada; [Clements, Douglas H.; Sarama, Julie] Univ Denver, Marsico Inst, Denver, CO USA; [Vinh, Megan; Lim, Chih-Ing] Univ N Carolina, Frank Porter Graham Child Dev Inst, Chapel Hill, NC 27515 USA; [Moen, Katherine C.; Beck, Melissa R.; Saltzmann, Stephanie M.; Cowan, Tovah M.; Burleigh, Lauryn M.; Cohen, Alex S.; Greening, Steven G.] Louisiana State Univ, Dept Psychol, 236 Audubon Hall, Baton Rouge, LA 70803 USA; [Moen, Katherine C.] Univ Nebraska, Dept Psychol, Kearney, NE USA; [Butler, Leslie G.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Ramanujam, Jagannathan] Louisiana State Univ, Ctr Computat & Technol, Baton Rouge, LA 70803 USA; [Sondergeld, Toni A.] Drexel Univ, Sch Educ, 3401 Market St,3rd Floor, Philadelphia, PA 19104 USA; [Nallapothula, Dhiraj; Han, Selina; Herrera, Carlos; Maloy, Jeffrey] Univ Calif Los Angeles, Dept Life Sci Core Educ, Los Angeles, CA 90095 USA; [Lozano, Jennifer Berdan; Sayson, Hannah Whang; Levis-Fitzgerald, Marc] Univ Calif Los Angeles, Ctr Adv Teaching, Ctr Educ Assessment, Los Angeles, CA 90095 USA; [Alomari, Hakam W.; Ramasamy, Vijayalakshmi; Kiper, James D.] Miami Univ, Dept Comp Sci & Software Engn, Oxford, OH 45056 USA; [Potvin, Geoff] Florida Int Univ, Dept Phys, Miami, FL 33199 USA; [Kim, Ji-Yun; Lee, Tae-Wuk] Korea Natl Univ Educ, Dept Comp Educ, Cheongju 28173, South Korea; [Chung, Hyunsong] Korea Natl Univ Educ, Dept English Educ, Cheongju 28173, South Korea; [Jung, Eun Young] Korea Natl Univ Educ, Dept Art Educ, Cheongju 28173, South Korea; [Kim, Jin-Ok] Gwangju Woulsan Elementary Sch, Gwangju 61630, South Korea; [Bramstedt, Karina] Luxembourg Agcy Res Integr LARI 6, Luxembourg, Luxembourg; [Bramstedt, Karina] Bond Univ, Fac Med & Hlth Sci, Robina, Qld, Australia; [Henriksen, Danah] Arizona State Univ, Div Educ Leadership & Innovat, POB 37100,Mail Code 3151, Phoenix, AZ 85069 USA; [Mishra, Punya] Arizona State Univ, Mary Lou Fulton Teachers Coll, Farmer Educ Bldg,Suite 402,1050 S Forest Mall, Tempe, AZ 85287 USA; [Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, Ho Chi Minh City, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, Hanoi, Vietnam; [Le Huy Hoang] Hanoi Natl Univ Educ, Fac Technol Educ, Hanoi, Vietnam; [Nguyen Duy Hai] Hanoi Natl Univ Educ, IT Ctr, Hanoi, Vietnam; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi, Vietnam; [Woods, Stacey] Boise State Univ, Boise, ID 83725 USA; [Hsu, Yu-Chang] Boise State Univ, Dept Educ Technol, 1910 Univ Dr,MS 1747, Boise, ID 83725 USA; [Wieselmann, Jeanna R.] Southern Methodist Univ, Caruth Inst Engn Educ, Dallas, TX 75275 USA; [Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, St Paul, MN 55108 USA; [Kim, Justine N.] Meadow Lake Elementary Sch, New Hope, MN USA; [Bernacki, Matthew L.] Univ N Carolina, Sch Educ, CB3500 Peabody Hall 113, Chapel Hill, NC 27599 USA; [Vosicka, Lucie] Univ Nevada, Dept Educ Psychol & Higher Educ, Las Vegas, NV 89154 USA; [Utz, Jenifer C.] Univ Nevada, Sch Life Sci, Las Vegas, NV 89154 USA; [Eadkong, Thammarong; Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Sch Sci, Nakhon Si Thammarat 80160, Thailand; [Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Res Grp Appl Computat & Theoret Sci ACTS, Thasala 80160, Nakhon Si Thamm, Thailand; [Channuie, Phongpichit] Walailak Univ, Coll Grad Studies, Thasala 80160, Nakhon Si Thamm, Thailand; [Lin, Yu-Tzu; Hsieh, Hsin-Ling] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Inst Res Excellence Learning Sci, Taipei 10610, Taiwan; [Yeh, Martin K-C] Penn State Univ Brandywine, Informat Sci & Technol, Media, PA USA; [Barlow, Allyson; Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA; [Li, Yeping; Xiao, Yu; Nite, Sandra B.] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA; [Atit, Kinnari] Univ Calif Riverside, Grad Sch Educ, 1207 Sproul Hall, Riverside, CA 92521 USA; [Uttal, David H.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA; [Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Chicago, IL USA; [Denton, Maya; Boklage, Audrey] Univ Texas Austin, Ctr Engn Educ, 2501 Speedway, Austin, TX 78712 USA; [Borrego, Maura] Univ Texas Austin, Ctr Engn Educ, 204 E Dean Keeton St, Austin, TX 78712 USA; [Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Kowloon, Tong Campus, Hong Kong, Peoples R China; [King, K. D.; Ochsendorf, R. J.; Solomon, G. E. A.; Sloane, F. C.] Natl Sci Fdn, Alexandria, VA 22314 USA; [Reynante, Brandon M.; Selbach-Allen, Megan E.; Pimentel, Daniel R.] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA; [Hill, Lucas B.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53706 USA; [Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Astana, Kazakhstan; [Kuzhabekova, Aliya] Carleton Univ, Ctr Res & Educ Women & Work, Ottawa, ON, Canada; [Choo, Sam; Park, Sunhi; Nelson, Nancy J.] Univ Oregon, Eugene, OR 97403 USA; [Watson, Jane; Fitzallen, Noleine; Wright, Suzie] Univ Tasmania, Sch Educ, Hobart, Tas, Australia; [English, Lyn] Queensland Univ Technol, Fac Educ, Kelvin Grove, Australia; [Jones, Shannon] Univ Richmond, Richmond, VA 23173 USA; [Lansiquot, Reneta] CUNY, New York City Coll Technol, New York, NY 10021 USA; [Zhu, Meina] Wayne State Univ, Detroit, MI 48202 USA; [Hollett, Ty] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16801 USA; [Vivoni, Francisco] Worcester State Univ, Dept Sociol, Worcester, MA USA; [Mateos-Nunez, Milagros; Martinez-Borreguero, Guadalupe; Luis Naranjo-Correa, Francisco] Univ Extremadura, Dept Sci Teaching, Badajoz 06006, Spain; [Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria] European Univ Cyprus, Dept Educ Sci, CY-1516 Nicosia, Cyprus; [Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria; Katzis, Konstantinos] Ctr Excellence Risk & Decis Sci CERIDES, ICT Enhanced Educ Lab, CY-2404 Nicosia, Cyprus; [Katzis, Konstantinos] European Univ Cyprus, Comp Sci & Engn, CY-1516 Nicosia, Cyprus; [Petrov, Plamen D.; Atanasova, Tatiana V.] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria; [Xu, Meidan; Gu, Jianjun] Nanjing Normal Univ, Sch Educ Sci, 122 Ninghai Rd, Nanjing, Jiangsu, Peoples R China; [Williams, P. John] Curtin Univ, Perth, WA, Australia; [Zhang, Hang] State Grid, Taizhou Power Supply Co, Taizhou, Peoples R China; [Murphy, Steve] Charles Sturt Univ, Wagga Wagga, NSW, Australia; [Neumann, Irene] Leuphana Univ Luneburg, Fac Educ, Univ Sallee 1, D-21335 Luneburg, Germany; [Deeken, Christoph; Neumann, Irene; Heinze, Aiso] IPN Leibniz Inst Sci & Math Educ, Olshausenstr 62, D-24118 Kiel, Germany; [Chirikov, Igor] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Chirikov, Igor; Semenova, Tatiana; Maloshonok, Natalia] Natl Res Univ Higher Sch Econ, Moscow, Russia; [Bettinger, Eric] Stanford Univ, Stanford, CA 94305 USA; [Kizilcec, Rene F.] Cornell Univ, Ithaca, NY USA; [McNamara, Jade] Univ Maine, Sch Food & Agr, Orono, ME 04469 USA; [Sweetman, Sara] Univ Rhode Isl, Sch Educ, Kingston, RI 02881 USA; [Connors, Priscilla] Univ Northern Texas, Coll Merchandizing Hospitality & Tourism, Denton, TX USA; [Lofgren, Ingrid; Greene, Geoffrey] Univ Rhode Isl, Dept Nutr & Food Sci, Kingston, RI 02881 USA; [McNamara, Jade] Univ Rhode Isl, Kingston, RI 02881 USA; [Gdansky, Nikolay Ivanovich; Budnik, Alexander Alekseevich; Sokolov, Igor Vladimirovich] First Cossack Univ, KG Razumovcky Moscow State Univ Technol & Managem, Moscow, Russia; [Kulikova, Natalia Lvovna] Fed State Budget Educ Inst Higher Educ, Krasnoyarsk, Russia; [Gleason, Daniel W.] Maine East High Sch, English Dept, Park Ridge, IL 60068 USA; [Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didcict Ciencias Expt & Matemat, Avd Univ S-N, Caceres 10004, Spain; [Hanson, Sandra L.] Catholic Univ, Dept Sociol, 620 Michigan Ave NE, Washington, DC 20064 USA; [Krywult-Albanska, Malgorzata] Pedag Univ Cracow, Inst Philosophy & Sociol, Dept Methodol Social Sci, Krakow, Poland; [Chen, Ya-Ling; Huang, Lee-Feng] Natl Pingtung Univ, Dept Early Childhood Educ, 4-18 Minshung Rd, Pingutng 900, Taiwan; [Wu, Pei-Chen] Natl Pingtung Univ, Dept Educ Psychol & Counseling, 4-18 Minshung Rd, Pingutng 900, Taiwan; [Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, Mus, Turkey; [Falloon, Garry; Bower, Matt; Forbes, Anne; Stevenson, Michael] Macquarie Univ, Macquarie Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Fac Educ, Melbourne, Vic, Australia; [Cheng, Yin Cheong] Educ Univ Hong Kong, Tai Po, Dept Educ Policy & Leadership, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, Hong Kong, Peoples R China; [Jones, Derek; Lotz, Nicole; Holden, Georgy] Open Univ, Fac STEM, Sch Engn & Innovat, Walton Hall, Milton Keynes MK7 6AA, Bucks, England; [Fung, Chak-Him] Educ Univ Hong Kong, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Faulconer, E. K.; Wood, B.; Griffith, J. C.] Embry Riddle Aeronaut Univ, STEM Educ Dept, Worldwide Campus,1 Aerosp Blvd, Daytona Beach, FL 32114 USA; [Shively, Kate; Hitchens, Carolyn; Hitchens, Nathan] Ball State Univ, Muncie, IN 47306 USA; [Lopez Simo, Victor; Couso Lagaron, Digna; Simarro Rodriguez, Cristina] Univ Autonoma Barcelona, CRECIM, Barcelona, Spain; [Li, Yeping; Xiao, Yu] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA; [Zakariya, Yusuf F.] Univ Agder, Dept Math Sci, Kristiansand, Norway; [Emembolu, Itoro; Padwick, Annie; Shimwell, Joe; Sanderson, Jonathan; Davenport, Carol; Strachan, Rebecca] Univ Northumbria Newcastle, Fac Engn & Environm, Newcastle Upon Tyne, Tyne & Wear, England; [Yata, Chikahiko] Hiroshima Univ, Dept Technol & Informat Educ, Grad Sch Educ, 1-1,Kagamiyama 1 Chome, Higashihiroshima, Japan; [Ohtani, Tadashi] Tokyo Gakugei Univ, Dept Technol Educ, Grad Sch Educ, 4-1-1 Nukuikita Machi, Koganei, Tokyo, Japan; [Isobe, Masataka] Aichi Univ Educ, Dept Technol Educ, 1 Hirosawa,Igaya Cho, Kariya, Aichi, Japan; [Strawhacker, Amanda; Bers, Marina] Tufts Univ, Dept Child Study & Human Dev, 105 Coll Ave, Medford, MA 02155 USA; [Verish, Clarissa; Shaer, Orit] Human Comp Interact Lab, Dept Comp Sci, 106 Cent St, Wellesley, MA 02481 USA; [Mohammadi, Arefeh] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24060 USA; [Grosskopf, Kevin] Univ Nebraska, Durham Sch Architectural Engn & Construct, Lincoln, NE 68588 USA; [Killingsworth, John] Colorado State Univ, Coll Hlth & Human Sci, Ft Collins, CO 80523 USA; [Peters-Burton, Erin] George Mason Univ, Coll Educ & Human Dev, 4400 Univ Dr,MSN 4B3, Fairfax, VA 22030 USA; [Fan, Jing-Yun] Tainan Univ Technol, Dept Fash Design, Tainan, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [McKay, Byron] TEECA, Technol & Engn Educ Program, Reston, VA 20191 USA; [McKay, Byron] TEECA, Student Grp, Reston, VA 20191 USA; [Hansen, A. K.; Lent, D. D.; Muller, U. K.; Muller, Ulrike] Calif State Univ Fresno, Fresno, CA 93740 USA; [Nepeina, Kseniia] RAS, RS, Bishkek 49, Bishkek 720049, Kyrgyzstan; [Istomina, Natalia; Bykova, Olga] Moscow State Univ Geodesy & Cartog MIIGAiK, Gorokhovsky Pereulok 4, Moscow 105064, Russia; [Conradty, Catherine; Bogner, Franz X.] Univ Bayreuth, Fac 2, Ctr Math & Sci Educ Z MNU, Dept Biol, D-95447 Bayreuth, Germany; [Sotiriou, Sofoklis A.] Ellinogermaniki Agogi, R&D Dept, Pallini 15351, Greece; [Abdukhakimova, Diyora; Xie, Yingqiu] Nazarbayev Univ Sch Sci & Humanities, Dept Biol, Astana, Kazakhstan; [Parker, Philip D.; Van Zanden, Brooke; Marsh, Herb W.; Duineveld, Jasper J.; Noetel, Michael] Australian Catholic Univ, Inst Posit Psychol & Educ, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, SPRINTER Res Grp, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, Prevent Res Collaborat, Sydney, NSW, Australia; [Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Heping East Rd Sect 1, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Fadzli, Sazrol; Yahaya, Jamaiah; Hamdan, Abdul Razak] Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Bangi, Selangor, Malaysia; [Deraman, Aziz] Univ Malaysia Terengganu, Sch Informat & Appl Math, Kuala Terengganu, Terengganu, Malaysia; [Halim, Lilia] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Yahaya, Noor Zaitun; Zahari, Mohamed Shahrir Mohamed] Univ Malaysia Terengganu, Sch Ocean Engn, Kuala Terengganu, Malaysia; [Rais, Izhar Abadi Ibrahim] Mineral Res Ctr, Dept Mineral & Geosci, Ipoh, Perak, Malaysia; [Halpin, Patricia A.] Univ New Hampshire Manchester, Dept Life Sci, 88 Commercial St, Manchester, NH 03101 USA; [Donahue, Ann E.] Univ New Hampshire Manchester, Manchester, NH 03101 USA; [Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA; [Johnson, Kathryn M. S.] Trail Build LLC, East Troy, WI USA; [Fendos, Justin] Dongseo Univ, Global Biotechnol, Busan, South Korea; [Tubb, Adeline L.] UCL, Fac Engn Sci, London, England; [Cropley, David H.; Marrone, Rebecca L.] Univ South Australia, Sch Engn, Adelaide, SA, Australia; [Patston, Tim] Geelong Grammar Sch, Ctr Creat Educ, Geelong, Vic, Australia; [Kaufman, James C.] Univ Connecticut, Neag Sch Educ, Storrs, CT USA; [Lee, Ning Yuan; Tucker-Kellogg, Greg] Natl Univ Singapore, Computat Biol Programme, Singapore, Singapore; [Lee, Ning Yuan] Natl Univ Singapore, Univ Scholars Programme, Singapore, Singapore; [Tucker-Kellogg, Greg] Natl Univ Singapore, Dept Biol Sci, Singapore, Singapore; [Lysenko, Tetiana] Washington Univ, Dept Educ, 1 Brookings Dr, St Louis, MO 63130 USA; [Wang, Qingfang] Univ Calif Riverside, Sch Publ Policy, Riverside, CA 92521 USA; [Kwok, M.; Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Teaching Learning & Culture, College Stn, TX 77843 USA; [Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA; [Lincoln, Y. S.] Texas A&M Univ, Educ Adm & Human Resources, College Stn, TX 77843 USA; [Altan, Esra Bozkurt] Sinop Univ, Sci & Math Educ Dept, Sinop, Turkey; [Tan, Sema] Sinop Univ, Coll Educ, Special Educ Dept, Sinop, Turkey; [Tannock, Stuart] UCL, UCL Inst Educ, London WC1H 0AL, England; [Sirakaya, Mustafa; Sirakaya, Didem Alsancak] Kirsehir Ahi Evran Univ, Dept Comp Technol, Kirsehir, Turkey; [Arastoopour Irgens, Golnaz] Clemson Univ, Clemson, SC 29634 USA; [Dabholkar, Sugat; Bain, Connor; Woods, Philip; Hall, Kevin; Swanson, Hillary; Horn, Michael; Wilensky, Uri] Northwestern Univ, Evanston, IL USA; [Borda, Emily; Schumacher, Emily; Hanley, Daniel; Geary, Edward; Warren, Shannon; Ipsen, Cassidy; Stredicke, Lauren] Western Washington Univ, 516 High St MS 9155, Bellingham, WA 98225 USA; [Robertson, Amy D.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Atkins Elliott, Leslie J.] Boise State Univ, Dept Curriculum Instruct & Fdn Studies, Boise, ID 83725 USA; [Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Human Comp Interact Inst, 5000 Forbes Ave, Pittsburgh, PA 15213 USA; [Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Dept Psychol, 5000 Forbes Ave, Pittsburgh, PA 15213 USA; [Nguyen Thi To Khuyen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi 10000, Vietnam; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing 100875, Peoples R China; [Johnson, Angela] St Marys Coll Maryland, Educ Studies Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Biol Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Ctr Inclus Teaching & Learning, St Marys City, MD 20686 USA; [Moore, Michael E.] Univ Nebraska, Dept Biochem, Lincoln, NE 68588 USA; [Vega, Dulce M.] St Louis Univ, Dept Psychol, St Louis, MO 63108 USA; 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D.] Inst Def Anal, Sci & Technol Div, 4850 Mark Ctr Dr, Alexandria, VA 22311 USA; [Auerbach, Anna Jo J.; Andrews, Tessa C.] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA; [Craig, Scotty D.] Arizona State Univ, Human Syst Engn, 7271 E Sonoran Arroyo Mall,Santa Catalina Hall, Mesa, AZ 85212 USA; [Graesser, Arthur C.] Univ Memphis, Inst Intelligent Syst, Memphis, TN 38152 USA; [Perez, Ray S.] Off Naval Res, Warfighter Performance Dept, Arlington, VA 22217 USA; [Holmes, Kathryn] Western Sydney Univ, Sch Educ, Sydney, NSW, Australia; [Gore, Jennifer; Smith, Max; Lloyd, Adam] Univ Newcastle, Sch Educ, Newcastle, NSW, Australia; [Han, Guang; Martin, Robert A.] Iowa State Univ, Dept Agr Educ & Studies, Ames, IA 50011 USA; [Jung, Sung Eun] Univ Georgia, Dept Educ Theory & Practice, Athens, GA 30602 USA; [Won, Eun-sok] Mokwon Univ, Dept Liberal Arts Educ, Daejeon 35349, South Korea; [Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Grp Educ & Labour Mkt, Res Inst Work & Soc HIVA, Pk Str 47 Box 5300, B-3000 Leuven, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS, Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium; [Romulo, Chelsie L.] Univ Northern Colorado, Environm & Sustainabil Studies, 501 20th St, Greeley, CO 80639 USA; [Raoufi, Arzo] George Mason Univ, Dept Biol, Fairfax, VA 22030 USA; [Largen, Kim] George Mason Univ, Dept Environm Sci & Policy, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, COS High Sch Outreach & Recruitment, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, Governors Sch Innovat Pk, Dept Biol, Fairfax, VA 22030 USA; [Peters-Burton, Erin] George Mason Univ, Sci Educ, Fairfax, VA 22030 USA; [Delahunty, Thomas] Univ Nebraska, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Lynch, Raymond] Univ Limerick, Limerick, Ireland; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Chaytor, Jennifer; Karpovich, David; Cole, Adrianne] Saginaw Valley State Univ, Saginaw, MI USA; [Corbo, Joel; Quan, Gina] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Ngai, Courtney; Pilgrim, Mary] Colorado State Univ, Math, Ft Collins, CO 80523 USA; [Reinholz, Daniel] San Diego State Univ, Math, San Diego, CA 92182 USA; [Falkenberg, Karen] Colorado State Univ, Inst Learning & Teaching, Ft Collins, CO 80523 USA; [Wise, Sarah] Univ Colorado, Acad Technol Design Team, Boulder, CO 80309 USA; [Kelleher, Clarice; Turnpenny, Benjamin] SUNY Binghamton, Chem, Vestal, NY 13850 USA; [Silva, Alexsandra] SUNY Binghamton, Dept Chem, Binghamton, NY USA; [Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Robinson, Leslie; Carlson, Philip; Bishop, G. Reid] Belhaven Univ, Chem, Jackson, MS USA; [Weaver, Gabriela] Univ Massachusetts, Chem, Amherst, MA 01003 USA; [Weaver, Gabriela] Univ Massachusetts, Inst Teaching Excellence & Fac Dev, Amherst, MA 01003 USA; [Martin-Ramos, Pablo] Univ Zaragoza, EPS, Carretera Cuarte S-N, Huesca 22071, Spain; [Joao Lopes, Maria; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Largo, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Ramos Silva, Manuela] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal; [Mullet, Dianna R.] Univ North Texas, Doctorate Educ Psychol, Denton, TX 76203 USA; [Kettler, Todd] Univ North Texas, Educ Psychol, Denton, TX 76203 USA; [Sabatini, AnneMarie] Univ North Texas, Texas Acad Math & Sci, Denton, TX 76203 USA; [Persaud-Sharma, Dharam; Burns, Joseph] Florida Int Univ, Herbert Wertheim Coll Med, Miami, FL 33199 USA; [Ellison, Scott] Univ Northern Iowa, Dept Educ Psychol & Fdn, McCollum Sci Hall 237, Cedar Falls, IA 50614 USA; [Allen, Ben] Oak Ridge Natl Lab, Biol & Environm Res Informat Syst, POB 2008,MS6335, Oak Ridge, TN 37831 USA; [Mulligan, Joanne; Mitchelmore, Michael] Macquarie Univ, Dept Educ Studies, Sydney, NSW 2109, Australia; [Woolcott, Geoffrey] Southern Cross Univ, Sch Educ, East Lismore, NSW 2480, Australia; [Davis, Brent] Univ Calgary, Werklund Sch Educ, Calgary, AB T2N 1N4, Canada; [Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Barak, Moshe; Assal, Muhammad] Ben Gurion Univ Negev, Dept Sci & Technol Educ, IL-84105 Beer Sheva, Israel; [Vakil, Sepehr] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA; [Tay, Juliana; Salazar, Alissa; Lee, Hyeseong] Purdue Univ, 100 N Univ St, W Lafayette, IN 47907 USA; [Ihrig, Lori M.; Assouline, Susan G.] Univ Iowa, 600 Blank Honors Ctr, Iowa City, IA 52242 USA; [Lane, Erin] Univ Iowa, Counselor Educ & Supervis, Iowa City, IA 52242 USA; [Mahatmya, Duhita] Univ Iowa, Coll Educ, Iowa City, IA 52242 USA; [Dare, Emily A.; Ellis, Joshua A.] Michigan Technol Univ, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian H.] Univ Minnesota, 1954 Buford Ave, St Paul, MN 55108 USA; [Schwartz, James S. J.] Wichita State Univ, Dept Philosophy, 1845 N Fairmont, Wichita, KS 67260 USA; [Howie, Peter] Nazarbayev Univ, Grad Sch Publ Policy, Econ, Astana, Kazakhstan; [Hill-Cunningham, P. Renee; Mott, Michael S.; Hunt, Anna-Blair] Univ Mississippi, Sch Educ, University, MS 38677 USA; [Ong, Maria; Smith, Janet M.; Ko, Lily T.] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA; [Xu, Yonghong Jade] Univ Memphis, Counseling Educ Psychol & Res, Ball Hall 100, Memphis, TN 38152 USA; [Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Bloustein Sch Planning 8 Publ Policy, New Brunswick, NJ 08901 USA; [Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA; [Young, Jamaal] Univ North Texas, Coll Educ, Denton, TX 76203 USA; [Capraro, Mary Margaret; Capraro, Robert] Texas A&M Univ, Coll Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Cason, Marti] Texas A&M Univ, Coll Educ, Dept Teacher Educ & Adm, College Stn, TX 77843 USA; [Brace, Jennifer L.; Beitel, Greg J.] Northwestern Univ, Dept Mol Biosci, Evanston, IL USA; [Baiduc, Rachael R.] Univ Colorado, Dept Speech Language & Hearing Sci, Boulder, CO 80309 USA; [Drane, Denise L.] Northwestern Univ, Searle Ctr Advancing Learning & Teaching, Evanston, IL USA; [Flores, Luke C.] Northwestern Univ, Weinberg Coll Arts & Sci, Evanston, IL USA; [Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, La Jolla, CA 92093 USA; [Anisimova, Tatyana Ivanovna] Kazan Fed Univ, Yelabuga Inst, Dept Math & Appl Informat, Yelabuga, Russia; [Shatunova, Olga Vasilyevna] Kazan Fed Univ, Yelabuga Inst, Dept Educ, Yelabuga, Russia; [Sabirova, Fairuza Musovna] Kazan Fed Univ, Yelabuga Inst, Dept Phys, Yelabuga, Russia; [Huet, Isabel] Kingston Univ, Ctr Higher Educ Res & Practice, Kingston Upon Thames, Surrey, England; [Weiner, Steven] Arizona State Univ, Sch Future Innovat Soc, 1120 South Cady Mall, Tempe, AZ 85287 USA; [Lande, Micah; Jordan, Shawn] Arizona State Univ, Ira A Fulton Sch Engn, Polytech Sch, 7171 E Sonoran Arroyo Mall, Mesa, AZ 85212 USA; [Goodnough, Karen] Mem Univ Newfoundland, Fac Educ, St John, NF A1E 3X8, Canada; [Essex, Jane] Univ Strathclyde, Sch Educ, 141 St James Rd, Glasgow G4 0LT, Lanark, Scotland; [Haxton, Katherine] Univ Keele, Dept Chem, Newcastle Under Lyme, England; [Fernandez-Limon, Claudia] Museo Acero Horno3, Monterrey, Mexico; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico; [Gomez Galindo, Alma Adrianna] Cinvestav Monterrey, Apodaca, Mexico; [Gudino Paredes, Sandra] Tecnol Monterrey, Sch Humanities & Educ, Monterrey, NL, Mexico; [Lamb, Richard; Walker, Heather; Deviller, Nicole; Hoston, Douglas] SUNY Buffalo, Dept Instruct & Learning, Buffalo, NY USA; [Annetta, Leonard] East Carolina Univ, Dept Math Sci & Instruct Technol Educ, Greenville, NC 27858 USA; [Vallett, David] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Firestone, Jonah] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA; [Schmitter-Edgecombe, Maureen] Washington State Univ, Dept Clin Psychol, Pullman, WA 99164 USA; [Ridgeway, Becky; Brown, Virginia] Univ Maryland Extens, College Pk, MD 20742 USA; [Tajmel, Tanja] Univ Educ Upper Austria, Linz, Austria; [Salzmann, Ingo] Concordia Univ, Dept Phys, Dept Chem & Biochem, Montreal, PQ, Canada; [Salzmann, Ingo] Humboldt Univ, Dept Phys, Berlin, Germany; [Salzmann, Ingo] Univ Tokyo, Inst Solid State Phys, Chiba, Japan; [Goy, Siew Ching] Univ Malaysia, Fac Social Sci, Sarawak, Malaysia; [Wong, Yut Lin] Univ Malaya, Dept Social & Prevent Med, Kuala Lumpur, Malaysia; [Low, Wah Yun] Univ Malaya, Fac Med, Kuala Lumpur, Malaysia; [Noor, Siti Nurani Mohd; Azizan, SuzanaAriff; Hasbullah, Maisarah] Univ Malaya, Dept Sci & Technol, Fac Sci, Kuala Lumpur, Malaysia; [Fazli-Khalaf, Zahra] Int Med Univ, Div Psychol, Kuala Lumpur, Malaysia; [Onyeneho, Nkechi] Univ Nigeria, Dept Sociol & Anthropol, Nsukka, Nigeria; [Daniel, Esther] Univ Malaya, Dept Math & Sci Educ, Fac Educ, Kuala Lumpur, Malaysia; [GinikaUzoigwe, Anthonia] Univ Malaya, Kuala Lumpur, Malaysia; [Bela, Talovskaia M.] Natl Res Univ Higher Sch Econ, Inst Educ, Moscow, Russia; [Beason-Abmayr, Beth] Rice Univ, Dept BioSci, MS 140,POB 1892, Houston, TX 77251 USA; 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D'Orey De Andrade-Campos, Antonio Gill] Univ Aveiro, Dept Mech Engn, SEE Grp, Aveiro, Portugal; [London, Jeremi S.; Mckenna, Ann; Huang, Wen] Arizona State Univ, Polytech Sch, Sch Engn, Mesa, AZ 85212 USA; [Molnar, Andreea] Univ Portsmouth, Portsmouth, Hants, England; [Cruz, Samantha N.] Arizona State Univ, Dept Counseling Psychol, Coll Integrat Sci & Arts, Tempe, AZ 85287 USA; [London, Jeremi] Arizona State Univ, Fulton Sch Engn, 7171 E Sonoran Arroyo Mall,Peralta Hall 330H, Mesa, AZ 85212 USA; [Carvalho Da Costa, Luciano Andreatta] Univ Estadual Rio Grande do Sul, Porto Alegre Campus,Av Bento Goncalves 8855, BR-91540000 City Of Porto Alegre, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina; Santos, Fabricia Damando] Univ Estadual Rio Grande do Sul, Rua Santa Maria 2300, BR-92500000 City Of Guaiba, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina] Pontificia Univ Catolica Rio Grande do Sul, Ave Ipiranga 6681,Predio 30,Bloco C,Sala 104, City Of Porto Alegre, State Of Rio Gr, Brazil; 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Dotson, Daniel S.] Ohio State Univ Lib, Columbus, OH 43210 USA; [LaBadie, Molly Meyers] Worthington Lib, Worthington, OH USA; [Bartholomew, Scott R.] Purdue Univ, W Lafayette, IN 47907 USA; [Nadelson, Louis S.] Colorado Mesa Univ, Grand Junction, CO USA; [Reeve, Edward M.] Utah State Univ, Technol & Engn Educ, Logan, UT 84322 USA; [Goodridge, Wade H.] Utah State Univ, Engn Educ, Logan, UT 84322 USA; [Ariyo, Oluwunmi] Durham Tech Community Coll, Publ Sch Programs, Durham, NC 27703 USA; [Hagler, Ashely; Armstrong, Melissa; Woodson, Heather Miller] Gaston Coll, Dallas, NC USA; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Pedag Sci, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Natl Acad Educ Sci Ukraine, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Informat Technol, Kiev, Ukraine; [Gladun, Mariia A.] Borys Grinchenko Kyiv Univ, Chair Informat Technol & Math Sci, Kiev, Ukraine; [Dziuba, Serhii M.] Comp Sci Educ Complex 141 ORT, Kiev, Ukraine; 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[Plank, Kathryn M.] Otterbein Univ, Dept Educ, Westerville, OH USA; [Zaher, Ashraf A.; Damaj, Issam W.] Amer Univ Kuwait, Comp Engn, Safat, Kuwait; [Ireland, Danyelle T.] Univ Maryland Baltimore Cty, Ctr Women Technol, Baltimore, MD 21228 USA; [Freeman, Kimberley Edelin] Howard Univ, Educ Psychol, Washington, DC 20059 USA; [Freeman, Kimberley Edelin] Howard Univ, Sch Educ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Winston-Proctor, Cynthia E.] Howard Univ, Dept Psychol, Psychol, Washington, DC 20059 USA; [DeLaine, Kendra D.] Howard Univ, Educ Psychol Program, Washington, DC 20059 USA; [Lowe, Stacey McDonald] Howard Univ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Woodson, Kamilah M.] Howard Univ, Dept Human Dev & Psychoeduc Studies, Counseling Psychol, Sch Educ, Washington, DC 20059 USA; [Selwitz, Jason L.] Walla Walla Community Coll, Dept Energy Syst Technol, 500 Tausick Way, Walla Walla, WA 99362 USA; [Ahring, Birgitte] Washington State Univ Tricities, Dept Chem Engn & Biol Syst Engn, Richland, WA USA; 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R.; Tyrer, John R.] Loughborough Univ Technol, Wolfson Sch Mech Elect & Mfg Engn, Loughborough, Leics, England; [McDermott, Hilary J.] Loughborough Univ Technol, Sch Sport Exercise & Hlth Sci, Psychol, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ Technol, Loughborough Design Sch, Loughborough, Leics, England; [Heuring, Jeanna] Univ Toledo, Coll Educ, CIGI, 2801 W Bancroft St, Toledo, OH 43606 USA; [O'Byrne, W. Ian; Radakovic, Nenad; Hunter-Doniger, Tracey; Fox, Madison; Kern, Reggie; Parnell, Stephanie] Coll Charleston, 66 George St, Charleston, SC 29424 USA; [Yildirim, Bekir] Mus Alparslan Univ, Dept Math & Sci Educ, Educ Fac, Mus, Turkey; [Sidekli, Sabri] Mugla Sitki Kocman Univ, Dept Primary Educ, Educ Fac, Mugla, Turkey; [Malhotra, Yogesh] Global Risk Management Network LLC, Cornell Business & Technol Pk, Ithaca, NY 14852 USA; [Steele, Astrid; Ashworth, Elizabeth L.] Nipissing Univ, North Bay, ON, Canada; [Craig, Cheryl J.] Texas A&M Univ, Dept Teaching Learning & Culture, 308 Harrington Tower, College Stn, TX 77843 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Houston, TX USA; [Evans, Paige] Univ Houston, Dept Math, Houston, TX 77204 USA; [Abrol, Bobby] Univ Houston, Dept Curriculum & Instruct, Houston, TX USA; [Cukurova, Mutlu] UCL, UCL Inst Educ, UCL Knowledge Lab, London, England; [Bennett, Judith] Univ York, Dept Educ, York, N Yorkshire, England; [Abrahams, Ian] Univ Lincoln, Sch Educ, Lincoln, England; [Toma, Radu Bogdan; Greca, Ileana M.] Univ Burgos, Dept Didact Especif, Burgos, Spain; [Barelli, Eleonora; Tasquier, Giulia; Levrini, Olivia] Alma Mater Studiorum Univ Bologna, Bologna, Italy; [Branchetti, Laura] Univ Parma, Parma, Italy; [Albertazzi, Luca] Municipal Dozza, Bologna, Italy; [Jeannis, Hervens; Joseph, James; Goldberg, Mary; Seelman, Katherine; Schmeler, Mark; Cooper, Rory A.] Univ Pittsburgh, Dept Rehabil Sci & Technol, Pittsburgh, PA 15213 USA; [Jeannis, Hervens; Joseph, James; Goldberg, Mary; Cooper, Rory A.] Dept Vet Affairs, Human Engn Res Labs, Pittsburgh, PA USA; [Adkins, Sarah J.; Rock, Rachel K.; Morris, J. Jeffrey] Univ Alabama Birmingham, Dept Biol, 1300 Univ Blvd,CH464D, Birmingham, AL 35294 USA; [Crawford, Melissa B.; Warner, Isiah M.] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.; Thomas, Gloria A.; Gilman, Samuel D.; Warner, Isiah M.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA; [Thomas, Gloria A.] Louisiana State Univ, Ctr Acad Success, Baton Rouge, LA 70803 USA; [Burgos, Daniel; Corbi, Alberto] Univ Int La Rioja UNIR, UNIR Res, Madrid, Spain; [Akcaoglu, Mete] Georgia Southern Univ, Dept Leadership Technol & Human Dev, 275 COE Dr,Room 3113, Statesboro, GA 30461 USA; [Rosenberg, Joshua M.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Schwarz, Christina V.] Michigan State Univ, Dept Teacher Educ, E Lansing, MI 48824 USA; [Ranellucci, John] Hunter Coll, Dept Educ Fdn & Counseling, New York, NY USA; [Fendos, Justin] Fudan Univ, Tan Sch, Shanghai, Peoples R China; [Sadler, Kirsten; Eilam, Efrat; Barry, Fiachra] Victoria Univ, Coll Educ, POB 14428, Melbourne, Vic 8001, Australia; [Bigger, Stephen W.] Victoria Univ, Coll Engn & Sci, Melbourne, Vic, Australia; [Tsai, Huei-Yin] Natl Kaohsiung Normal Univ, Kaohsiung, Taiwan; [Chung, Chih-Chao] Kaomei Jr Coll Hlth Care & Management, Kaohsiung, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Pingtung, Taiwan; [diSessa, Andrea A.] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Makino, Masato; Takamatsu, Kyuichiro; Shiratori, Atsuki; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Dept Mech Syst Engn, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Makino, Masato; Takamatsu, Kyuichiro; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Life Printing Innovat Ctr LPIC 3D, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Suzuki, Kodai] Yamagata Prefectural Yonezawa Kojokan High Sch, 1101 Sasano, Yonezawa, Yamagata 9921443, Japan; [Castro-Felix, Elvia] Monterrey Inst Technol & Higher Educ, Dept Engn & Sci, San Luis Potosi, Mexico; [Daniels, Harry] Univ Oxford, Dept Educ, Oxford, England; [Aslam, Farzana; Bagiya, Yamuna] Coventry Univ, Sch Comp Elect & Math, Coventry, W Midlands, England; [Adefila, Arinola] Coventry Univ, Ctr Global Learning Educ & Attainment, Coventry, W Midlands, England; [Bagiya, Yamuna] De Montfort Univ, Maths Learning Ctr, Leicester, Leics, England; [Watermeyer, Richard; Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England; [Salinas Martinez, N. Patricia; Quintero Rodriguez, Eliud] Tecnol Monterrey, Dept Math, Monterrey, Mexico; 0; [Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico; [Mestre, Jose P.; Herman, Geoffrey L.] Univ Illinois, Champaign, IL 61820 USA; [Cheville, Alan] Bucknell Univ, Lewisburg, PA 17837 USA; [Simoniello, Christina] Texas A&M Univ, College Stn, TX 77843 USA; [Simoniello, Christina; Watson, Stephanie] Gulf Mexico Coastal Ocean Observing Syst, College Stn, TX 77843 USA; [Grout, Ian] Univ Limerick, Dept Elect & Comp Engn, Limerick V94 T9PX, Ireland; [LaForce, Melanie; Noble, Elizabeth] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA; [Blackwell, Courtney] Northwestern Univ, Feinberg Sch Med, 633 N St Clair, Evanston, IL 60611 USA; [Hoeg, Darren] Univ Alberta, Fac Educ, Edmonton, AB, Canada; [Bencze, Larry] Univ Toronto, Ontario Inst Studies Educ, Sci Educ, Toronto, ON, Canada; [Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah] Univ Kebangsaan Malaysia, Dept Civil & Struct Engn, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah; Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Engn Educ Res Ctr, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Dept Learning & Teaching Innovat, Fac Educ, Bangi 43600, Selangor, Malaysia; [Yamagata, Hirokazu; Morita, Toshio] Keio Univ, Kohoku Ku, 3-14-1 Hiyoshi, Yohokama 2238522, Japan; [Muramatsu, Satoshi] Tokai Univ, 4-1-1 Kitakaname, Hiratsuka, Kanagawa 2591292, Japan; [Chugo, Daisuke] Kwansei Gakuin Univ, 2-1 Gakuen, Sanda, Hyogo 6691337, Japan; [Yokota, Sho] Toyo Univ, Dept Mech Engn, Fac Sci & Engn, 2100 Kujirai, Kawagoe, Saitama 3508585, Japan; [Hashimoto, Hiroshi] Adv Inst Ind Technol, Master Program Innovat Design & Engn, Shinagwa Ku, 1-10-40 Higashiooi, Tokyo 1400011, Japan; [Kozan, Saliha; Connors-Kellgren, Alice] Boston Coll, Counseling Psychol, Chestnut Hill, MA 02167 USA; [Blustein, David L.] Boston Coll, Counseling Dev & Educ Psychol Program, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Dept Sci Educ & Technol, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Innovat Urban Sci Educ Lab, Chestnut Hill, MA 02167 USA; [Wong, Catherine] Boston Coll, Lynch Sch Educ, Urban Outreach Initiat, Chestnut Hill, MA 02167 USA; [Haley, James; Olle, Chad; Floyd, Ava; Wan, Deborah] Boston Coll, Chestnut Hill, MA 02167 USA; [Patchen, Amie] Boston Coll, Curriculum & Instruct Program, Chestnut Hill, MA 02167 USA; [Diemer, Matthew A.] Univ Michigan, Educ Studies program, Ann Arbor, MI 48109 USA; [Diemer, Matthew A.] Univ Michigan, Combined Program Educ & Psychol, Ann Arbor, MI 48109 USA; [Tan, R. P. Benjamin] Boston Coll, Counseling Psychol & Pastoral Minist, Chestnut Hill, MA 02167 USA; [Talanquer, Vicente; Pollard, John] Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA; [Hand, Sarah] Univ N Carolina, Chapel Hill, NC USA; [Rice, Lindsay; Greenlee, Eric] Texas Tech Univ, Dept Psychol Sci, 1800 18th St, Lubbock, TX 79409 USA; [Dennin, Michael] Univ Calif Irvine, Dept Phys & Astron, Irvine, CA 92697 USA; [Moldwin, Mark B.] Univ Calif Irvine, Dept Dev & Cell Biol, Irvine, CA 92697 USA; [Schultz, Zachary D.] Univ Notre Dame, Dept Chem & Biochem, Notre Dame, IN 46556 USA; [Feig, Andrew] Wayne State Univ, Grad Sch, Dept Chem, Detroit, MI 48202 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Finkelstein, Noah] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Dept Psychol, Lawrence, KS 66045 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Ctr Teaching Excellence, Lawrence, KS 66045 USA; [Hildreth, Michael] Univ Notre Dame, Coll Sci, Res & Grad Studies, Notre Dame, IN 46556 USA; [Hildreth, Michael] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA; [Leibovich, Adam K.] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA; [Martin, James D.] North Carolina State Univ, Dept Chem, Box 8204, Raleigh, NC 27695 USA; [O'Dowd, Diane K.] Univ Michigan, Dept Climate & Space Sci & Engn, Ann Arbor, MI 48109 USA; [Posey, Lynmarie A.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA; [Bazelais, Paul; Doleck, Tenzin; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Kadota, Kazuo] Miyagi Univ Educ, Aoba Ku, 149 Aramakiaoba, Sendai, Miyagi 9800845, Japan; [Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA; [Sit, Stefany M.] Univ Illinois, Chicago, IL 60607 USA; [Brudzinski, Michael R.] Miami Univ Ohio, Oxford, OH USA; [Miller, Beverly A. King] Univ Johannesburg, POB 524, Auckland Pk, Gauteng, South Africa; [Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Coll Educ, Pullman, WA 99164 USA; [Chesky, Nataly] SUNY Coll New Paltz, Teaching & Learning Dept, New Paltz, NY USA; [McGee, Ebony] Vanderbilt Univ, Peabody Coll, Divers & STEM Educ, Nashville, TN 37203 USA; [Bentley, Lydia] Vanderbilt Univ, Peabody Coll, Learning Dev & Divers, Nashville, TN 37203 USA; [Martin-Ramos, Pablo] Univ Zaragoza, EPSH, Carretera Cuarte S-N, Huesca 22071, Spain; [Lopes, Maria Joao; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Larga, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Silva, Manuela Ramos] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal; [Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA; [Cole, Peter; O'Riley, Pat] Univ British Columbia, Vancouver, BC, Canada; [Enlow, Jessica L.] Cox Mill High Sch, Sci Dept, Concord, NC 28027 USA; [Marin, Dawn M.; Walter, Michael G.] Univ North Carolina Charlotte, Dept Chem, Charlotte, NC 28223 USA; [Ziaeefard, Saeedeh; Rastgaar, Mo; Mahmoudian, Nina] Michigan Technol Univ, Dept Mech Engn Engn Mech, Michigan Tech, Houghton, MI 49931 USA; [Miller, Michele H.] Campbell Univ, Engn, Buies Creek, NC 27506 USA; [Mahmoudian, Nina] Michigan Technol Univ, Mech Engn & Engn Mech Dept, Houghton, MI 49931 USA; [Gilligan, Katie A.; Flouri, Eirini; Farran, Emily K.] UCL, Inst Educ, Dept Psychol & Human Dev, 25 Woburn Sq, London WC1H 0AA, England; [Zellmer, Amanda J.] Occidental Coll, Dept Biol, Los Angeles, CA 90041 USA; [Sherman, Aleksandra] Occidental Coll, Dept Cognit Sci, Los Angeles, CA 90041 USA; [Aslan-Tutak, Fatma; Akaygun, Sevil; Tezsezen, Secil] Bogazici Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Istanbul, Turkey; [Balakrishnan, Balamuralithara; Azman, Mohamed Nor Azhari] Sultan Idris Educ Univ, Tanjung Malim 35900, Perak, Malaysia; [Lantz, Catherine] Univ Illinois, Chicago, IL 60607 USA; [Lantz, Catherine] Morton Coll, Cicero, IL USA; [Sublett, Cameron; Gottfried, Michael A.] Univ Calif Santa Barbara, Gevirtz Grad Sch Educ, Santa Barbara, CA 93106 USA; [Asik, Gursu; Kucuk, Zerrin Doganca; Helvaci, Basak; Corlu, M. Sencer] Bahcesehir Univ, BAUSTEM, Istanbul, Turkey; [Zhou, Yisu; Fan, Xitao] Univ Macau, Fac Educ E33, Room 3022,Av Univ, Taipa, Macau, Peoples R China; [Wei, Xiaoxin] Amer Inst Res, Washington, DC USA; [Tai, Robert H.] Univ Virginia, Charlottesville, VA USA; [Hoskins, Sally G.; Gottesman, Alan J.] CUNY City Coll, Dept Biol, 138Th St & Convent Ave, New York, NY 10031 USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, 300 Pulteney St, Geneva, NY 14456 USA; [Gagnier, Kristin M.] Johns Hopkins Univ, Inst Learning Sci, 3400 N Charles St, Baltimore, MD 21218 USA; [Atit, Kinnari] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Ormand, Carol J.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Ormand, Carol J.] Univ Wisconsin, Dept Geosci, Madison, WI 53706 USA; [Shipley, Thomas F.] Temple Univ, Spatial Intelligence & Learning Ctr, Dept Psychol, Philadelphia, PA 19122 USA; [Nelson, Brian C.; Bowman, Cassie; Bowman, Judd] Arizona State Univ, Tempe, AZ 85281 USA; [Boyce, Ayesha S.] Univ North Carolina Greensboro, Greensboro, NC 27412 USA; [Gasman, Marybeth] Univ Penn, Educ, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Student Dev Adm, Seattle, WA 98122 USA; [Samayoa, Andres Castro] Boston Coll, Lynch Sch Educ, Higher Educ, Chestnut Hill, MA 02167 USA; [Corral, Daniel] Univ Wisconsin, Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Outlay, Christina N.; Platt, Alana J.] Univ Wisconsin, Dept Informat Technol & Supply Chain Management, Whitewater, WI 53590 USA; [Conroy, Kacie] Girls Educ Themselves Informat Technol, Madison, WI USA; [Hudley, Anne H. Charity] Coll William & Mary, English Educ Linguist & Africana Studies, Williamsburg, VA 23185 USA; [Mallinson, Christine] UMBC, Language Literacy & Culture Program, Baltimore, MD 21250 USA; [Pellas, Nikolaos] Univ Aegean, Dept Prod & Syst Design Engn, Konstantinoupoleos 1, GR-84100 Syros, Cyclades, Greece; [Kazanidis, Ioannis] Eastern Macedonia & Thrace Inst Technol, Adv Educ Technol & Mobile Applicat Lab, GR-65404 Ag Loukas, Kavala, Greece; [Konstantinou, Nikolaos] Panteion Univ, Dept Psychol, Athens, Greece; [Georgiou, Georgia] Minist Educ Res & Religious Affairs, Reg Directorate Primary Educ Thesprotia, Athens, Greece; [Havran, J. Christopher] Campbell Univ, Dept Biol Sci, Buies Creek, NC 27506 USA; [Stowe, Kirk A.] 2210 Meadows Circle, Wixom, MI 48393 USA; [Blanchard, Tom A.] Univ Tennessee, Dept Biol Sci, Martin, TN 38238 USA; [Kandl, Karen L.] Highlands Biol Stn, Highlands, NC 28741 USA; [Kimball, Matthew E.] Univ South Carolina, Baruch Marine Field Lab, Georgetown, SC 29442 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Dept Biol Sci, Richmond, KY 40475 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Div Nat Areas, Richmond, KY 40475 USA; [Swain, Hilary M.; Lohrer, Fred E.; Angell, Dustin D.] Archbold Biol Stn, Venus, FL 33960 USA; [Terhune, Theron M., II] Tall Timbers Res Stn & Land Conservancy, Tallahassee, FL 23212 USA; [Robert, Jenay] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Carlsen, William S.] Penn State Univ, Dept Curriculum & Instruct, University Pk, PA 16802 USA; [Lynch, Sharon] George Washington Univ, Washington, DC 20052 USA; [Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Museum, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Fairbanks, Dept Geosci, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Kaden, Ute] Univ Alaska Fairbanks, Sch Educ, Secondary Educ, Box 756480, Fairbanks, AK 99775 USA; [Fowell, Sarah] Univ Alaska Fairbanks, Dept Geosci, 900 Yukon Dr, Fairbanks, AK 99775 USA; [Spangler, Mark A.; Huettmann, Falk] Univ Alaska Fairbanks, EWHALE Lab, Inst Arctic Biol, Dept Biol & Wildlife, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Herbarium ALA, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Dept Biol & Wildlife, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Stipanovic, Natalie] Univ Northern Colorado, Dept Appl Psychol & Counselor Educ, Campus Box 131,McKee 248, Greeley, CO 80639 USA; [Woo, Hongryun] Univ Louisville, Dept Counseling & Human Dev, Louisville, KY 40292 USA; [Aragon, Oriana R.; Dovidio, John F.] Yale Univ, Dept Psychol, New Haven, CT 06520 USA; [Aragon, Oriana R.; Graham, Mark J.] Yale Univ, Ctr Teaching & Learning, New Haven, CT 06520 USA; [Park, Mi-Hwa; Patterson, Lynn G.] Murray State Univ, Murray, KY 42071 USA; [Dimitrov, Dimiter M.] George Mason Univ, Fairfax, VA 22030 USA; [Park, Do-Yong] Illinois State Univ, Normal, IL 61761 USA; [Leshner, Alan] Amer Assoc Advancement Sci, Washington Dc, DC USA; [Yuen, Pong; Lau, Cheng Man Diana] Macau Chem Soc, League City, TX USA; [Yen, Erin] Texas Technol Univ, Lubbock, TX USA; [Asghar, Anila] McGill Univ, Fac Educ, Dept Integrated Studies Educ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Sladeczek, Ingrid E.; Beaudoin, Emily] McGill Univ, Fac Educ, Dept Educ & Counselling Psychol, Montreal, PQ, Canada; [Mercier, Julien] Univ Quebec, Dept Special Educ & Training, Montreal, PQ, Canada; [Hubbs, Natalia B.] Hanover Coll, Dept Biol, Hanover, IN 47243 USA; [Parent, Kristin N.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, BioSci, E Lansing, MI 48824 USA; [Choi, Grace Y.; Behm-Morawitz, Elizabeth] Univ Missouri, Dept Commun, Columbia, MO 65211 USA; [Seel, Norbert M.] Univ Freiburg, Freiburg, Germany; [Jensen, Jamie L.; Hatch, Jordan B.; Piorczynski, Ted] Brigham Young Univ, Dept Biol, 4102 LSB, Provo, UT 84602 USA; [Neeley, Shannon] Brigham Young Univ, Dept Stat, Provo, UT 84602 USA; [Stanford, Courtney; Cole, Renee] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeff] Texas A&M, Coll Engn, College Stn, TX 77843 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Friedrichsen, Debra] MJ Innovat LLC, POB 2477, Corvallis, OR 97339 USA; [Budinski, Natalija] Primary & Secondary Sch Petro Kuzmjak, Rusinska 63, Ruski Krstur 25233, Serbia; [Bicer, Ali; Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, College Stn, TX 77843 USA; [Dolan, Erin L.] Univ Georgia, Athens, GA 30602 USA; [Castellanos, Jorge; Urquiza-Fuentes, Jaime] Rey Juan Carlos Univ, LITE Grp, Mostoles 28933, Spain; [Haya, Pablo A.] Univ Autonoma Madrid, Knowledge Engn Inst, Madrid 28049, Spain; [Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA; [Dolan, Erin L.] Univ Georgia, Biochem & Mol Biol, B210B Davison Life Sci, Athens, GA 30602 USA; [Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA; [Finkelstein, Noah] Univ Colorado, Phys, UCB 390, Boulder, CO 80309 USA; [Franklin, Scott] Rochester Inst Technol, Phys, 1 Lomb Mem Dr, Rochester, NY 14623 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Educ Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Human Resources Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, Math Educ, 5500 Campanile Dr, San Diego, CA 92182 USA; [Redd, Kacy] Assoc Publ & Land Grant Univ, Sci & Math Educ Policy, 1307 New York Ave NW, Washington, DC 20005 USA; [St John, Kristen] James Madison Univ, Geol, 395 S High St, Harrisonburg, VA 22807 USA; [Dennehy, Tara C.; Dasgupta, Nilanjana] Univ Massachusetts, Dept Psychol & Brain Sci, Amherst, MA 01003 USA; [Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England; [Audette, Michel A.] Old Dominion Univ, Dept Modeling Simulat & Visualizat Engn, Norfolk, VA 23529 USA; [Jovanovic, Vukica M.] Old Dominion Univ, Norfolk, VA USA; [Bilgen, Onur] Old Dominion Univ, Mech & Aerosp Engn Dept, Norfolk, VA USA; [Arcaute, Karina] Old Dominion Univ, Coll Educ, STEM Educ & Profess Studies Dept, Norfolk, VA USA; [Dean, Anthony W.] Old Dominion Univ, Batten Coll Engn & Technol, Off Dean, Norfolk, VA USA; [EL-Deghaidy, Heba] Amer Univ Cairo, Cairo, Cairo Governora, Egypt; [Mansour, Nasser] Univ Exeter, Exeter, Devon, England; [Mansour, Nasser] Tanta Univ, Tanta, Egypt; [Alzaghibi, Mohammad] Minist Educ, Riyadh, Saudi Arabia; [Alhammad, Khalid] Shaqra Univ, Shagra, Saudi Arabia; [EL-Deghaidy, Heba; Mansour, Nasser; Alzaghibi, Mohammad; Alhammad, Khalid] King Saud Univ, Excellence Res Ctr Sci & Math Educ, Riyadh, Saudi Arabia; [Gasman, Marybeth; Commodore, Felecia] Univ Penn, Penn Ctr Minor Serving Inst, Grad Sch Educ, 3819 Chestnut St,Suite 140, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Dept Student Dev Adm, Seattle, WA 98122 USA; [Conrad, Clifton F.; Lundberg, Todd] Univ Wisconsin, Dept Educ Leadership & Policy Studies, Madison, WI 53706 USA; [Wagner, Travis P.; Martinez, Daniel M.] Univ Southern Maine, Dept Environm Sci & Policy, 106 Bailey Hall, Gorham, ME 04038 USA; [McCormick, Kelly] Univ Southern Maine, Dept Math & Stat, 115 Bailey Hall, Gorham, ME 04038 USA; [Kopcha, T. J.; McGregor, J.; Shin, S.; Qian, Y.; Choi, J.; Hill, R.; Mativo, J.; Choi, I] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30605 USA; [Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, Exeter, Devon, England; [Ertl, Bernhard] Univ Bundeswehr Munchen, Dept Educ, Neubiberg, Germany; [Luttenberger, Silke] Univ Teachers Educ Styria, Fed Ctr Professionalizat Educ Res, Graz, Austria; [Paechter, Manuela] Karl Franzens Univ Graz, Educ Psychol Unit, Dept Psychol, Graz, Austria; [Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Zulkifeli, Mohd Afendi] Natl Univ Malaysia, Bangi, Malaysia; [van der Wal, Nathalie J.; Bakker, Arthur; Drijvers, Paul] Univ Utrecht, Freudenthal Inst, POB 85170, NL-3508 AD Utrecht, Netherlands; [Larson, Richard C.; Murray, M. Elizabeth] MIT, Inst Data Syst & Soc, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Abdullah, Zaleha; Shukor, Nurbiha A.] Univ Teknol Malaysia, Dept Educ Sci Math & Creat Multimedia, Johor Baharu, Malaysia; [Malik, Naveed A.] Virtual Univ Pakistan, Lahore, Pakistan; [English, Lyn D.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4069, Australia; [Geist, Michael; Steinbach, Thomas] Wheeling High Sch, Wheeling, IL 60090 USA; [Hu, David L.] Georgia Inst Technol, Woodruff Sch Mech Engn & Sch Biol, Atlanta, GA 30332 USA; [Lefton, Lew] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA; [Ludovice, Peter J.] Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA; [Perez-Felkneri, Lara; Nix, Samantha] Florida State Univ, Ctr Postsecondary Success, Dept Educ Leadership & Policy Studies, Tallahassee, FL 32306 USA; [Thomas, Kirby] Florida State Univ, Dept Sociol, Tallahassee, FL 32306 USA; [Bell, James] Assoc Sci Technol Ctr, CAISE, Washington, DC USA; [Boleware, Mary] Jones Cty Jr Coll, Sci, Ellisville, MS USA; [Sharma, Amit; Wiggins, Jeffrey] Univ Southern Mississippi, Sch Polymers & High Performance Mat, Hattiesburg, MS USA; [Fakayode, S.; Tinsley, Jewel; Abiera, Via Snow; Mehta, Dhaval; Smith, Joshua; Whitehead, Nickolas; Elzey, Brianda; Appah, Eric] North Carolina A&T State Univ, Chem, Greensboro, NC USA; [Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Osborn, Jeffrey] Coll New Jersey, Ewing, NJ USA; [Ambos, Elizabeth] Council Undergrad Res, Washington, DE USA; [Samudio, Benjamin; Lakkis, Hani; Nicholas, Amanda; Billings, Casey; Abbott, Forrest; Idrovo, Jose; Schaffer, Julie; Mergens, Lydia; Lozancich, Matthew; Kim, Paul; Yamanishi, Taylor; Kirkevold, Tyler; Lakkis, Yvette] Amer River Coll, Chem, Sacramento, CA USA; [Kumar, Vikas] Sharda Univ, Sch Business Studies, Greater Noida, India; [Sharma, Deepika] Jagannath Univ, PhD Program, Jaipur, Rajasthan, India; [Tekerek, Mehmet] Kahramanmaras Sutcuimam Univ, Comp Educ & Instruct Technol Dept, Kahramanmaras, Turkey; [Tekerek, Betul] Kahramanmaras Sutcuimam Univ, Math & Sci Educ Dept, Kahramanmaras, Turkey; [Han, Sunyoung] Sungkyunkwan Univ, 25-2 Sungkyunkwan Ro, Seoul, South Korea; [Karam, Rita; Pane, John F.; Griffin, Beth Ann; Robyn, Abby; Phillips, Andrea; Daugherty, Lindsay] RAND Corp, 1776 Main St, Santa Monica, CA 90407 USA; [Benjamin, Thomas E.; Marks, Bryant; Pollard, Ethen; Thomas, Alicia; Muldrow, Lycurgus L.] Morehouse Coll Atlanta, Atlanta, GA 30314 USA; [Demetrikopoulos, Melissa K.] Inst Biomed Philosophy, Dunedin, FL USA; [Rose, Jordan] Emory Univ, Atlanta, GA 30322 USA; [Cramer, Jason M.] North Carolina State Univ, Grad Sch, Raleigh, NC 27695 USA; [Hamilton, Paul T.] North Carolina State Univ, Dept Plant & Microbial Biol, Raleigh, NC 27695 USA; [Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju; Lefler, Mason] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA; [Zhurakovsky, Vasily M.; Baryshnikova, Marina Yu.; Vorov, Andrey B.] Natl Training Fdn, Moscow, Russia; [Yee, Sean P.] Univ South Carolina, Columbia, SC 29208 USA; [Radloff, Jeffrey; Guzey, Selcen] Purdue Univ, W Lafayette, IN 47907 USA; [Blackley, Susan; Sheffield, Rachel; Maynard, Nicoleta; Koul, Rekha; Walker, Rebecca] Curtin Univ, Perth, WA, Australia; [Frederich, M.; Flefel, I; Roese, U.; Bymers, L.; Zeeman, S.] Univ New England, Biddeford, ME USA; [Thomas, Veronica G.] Howard Univ, Sch Educ, Dept Human Dev & Psychoeducat Studies, 2441 4th St NW, Washington, DC 20059 USA; [Parsons, Beverly A.] InSites, Ft Collins, CO USA; [Hains-Wesson, Rachael] Swinburne Univ Technol, Student Adv, Hawthorn, Vic 3122, Australia; [Young, Karen] Deakin Univ, Fac Sci Engn & Built Environm, Geelong, Vic 3217, Australia; [Peng, Chao; Cao, Lizhou; Timalsena, Sabin] Univ Alabama, Dept Comp Sci, Olin King Technol N358,301 Sparkman Dr NW, Huntsville, AL 35899 USA; [Guloy, Sheryl; Salimi, Farimah] Simon Fraser Univ, Fac Educ, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Cukierman, Diana] Simon Fraser Univ, Sch Comp Sci, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Thompson, Donna McGee] Simon Fraser Univ, Student Learning Commons, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Barnes, M. Elizabeth; Truong, Jasmine M.; Brownell, Sara E.] Arizona State Univ, Biol Educ Res Lab, Sch Life Sci, Tempe, AZ 85287 USA; [Resnick, Ilyse] Univ Delaware, Sch Educ, 211C Willard Hall, Newark, DE 19716 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Gamse, Beth C.; Martinez, Alina; Bozzi, Laurie] Abt Associates Inc, 55 Wheeler St, Cambridge, MA 02138 USA; [Al Salami, Mubarak K.; Makela, Carole J.; de Miranda, Michael A.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [de Miranda, Michael A.] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA; [McGarr, Oliver; Lynch, Raymond] Univ Limerick, Dept Educ & Profess Studies, Limerick, Ireland; [Thurston, Linda P.] Kansas State Univ, Coll Educ, Special Educ, Manhattan, KS 66506 USA; [Thurston, Linda P.] Kansas State Univ, Coll Educ, Res & Grad Studies, Manhattan, KS 66506 USA; [Shuman, Cindy] Kansas State Univ, Adult & Continuing Educ, Manhattan, KS 66506 USA; [Middendorf, B. Jan; Johnson, Cassandra] Kansas State Univ, Manhattan, KS 66506 USA; [Gerber, Lukas C.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA; [Calasanz-Kaiser, Agnes] Isaac Newton Graham Middle Sch, Mountain View, CA USA; [Hyman, Luke] MYP Dresden Int Sch, Dresden, Germany; [Voitiuk, Kateryna] Univ Calif Santa Cruz, Santa Cruz, CA 95064 USA; [Patil, Uday] Georgia Inst Technol, Atlanta, GA 30332 USA; [Hoeg, Darren G.; Bencze, John Lawrence] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON M5S 1V6, Canada; [Lee, Ahlam] Xavier Univ, Dept Educ Leadership & Human Resource Dev, Cincinnati, OH 45207 USA; [Kutzner, Mickey; Pearson, Bryan] Andrews Univ, Berrien Springs, MI 49104 USA; [Pearson, Bryan] Buchanan High Sch, Buchanan, MI USA; [Manduca, Cathryn A.; Iverson, Ellen R.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Luxenberg, Michael] Profess Data Analysts Inc, Minneapolis, MN 55414 USA; [Macdonald, R. Heather] Coll William & Mary, Dept Geol, Williamsburg, VA 23187 USA; [McConnell, David A.] North Carolina State Univ, Marine Earth & Atmospher Sci Dept, Raleigh, NC 27695 USA; [Mogk, David W.] Montana State Univ, Dept Earth Sci, Bozeman, MT 59717 USA; [Tewksbury, Barbara J.] Hamilton Coll, Dept Geosci, Clinton, NY 13323 USA; 0; 0; [Boyd, Monica; Tian, Siyue] Univ Toronto, Toronto, ON, Canada; [Foley, Alana E.; Herts, Julianne B.; Levine, Susan C.; Beilock, Sian L.] Univ Chicago, Dept Psychol, 5848 South Univ Ave, Chicago, IL 60637 USA; [Borgonovi, Francesca; Guerriero, Sonia] Org Econ Cooperat & Dev, Paris, France; [Smyrnova-Trybulska, Eugenia] Uniwersytet Slaski Katowicach, Fac Ethnol Educ, Katowice, Poland; [Morze, Nataliia; Gladun, Mariia] Borys Grinchenko Kyiv Univ, Rectorat, Kiev, Ukraine; [Kommers, Piet] Univ Twente, Enschede, Netherlands; [Zuziak, Wojciech] Reg In Serv Teacher Training Ctr WOM, Bielsko Biala, Poland; [Berland, Leema K.] Univ WI Madison, Dept Curriculum & Instruct, Madison, WI 53706 USA; [Steingut, Rebecca] Univ Texas Austin, Dept Educ Psychol, Austin, TX 78712 USA; [Shernoff, David J.; Sinha, Suparna; Bressler, Denise M.; Ginsburg, Lynda] Rutgers State Univ, Ctr Math Sci & Comp Educ, New Brunswick, NJ 08901 USA; [Shernoff, David J.] Rutgers State Univ, Dept Sch Psychol, Grad Sch Appl & Profess Psychol, New Brunswick, NJ 08901 USA; [Itzek-Greulich, Heike] Univ Tubingen, Hector Res Inst Educ Sci & Psychol, Tubingen, Germany; [Vollmer, Christian] Univ Educ Heidelberg, Heidelberg, Germany; [Ring, Elizabeth A.; Crotty, Elizabeth A.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave,Suite 320, St Paul, MN 55108 USA; [Dare, Emily A.] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA; [Letnikova, Galina] CUNY, Long Isl City, NY 11101 USA; [Xu, Na] CUNY, Dept Nat Sci, Long Isl City, NY USA; [Belardo, Christy] Mohonk Preserve, POB 715, New Paltz, NY 12525 USA; [Burrows, Andrea C.; Dambekalns, Lydia] Univ Wyoming, 1000 E Univ Ave,Dept 3374, Laramie, WY 82071 USA; [Chittum, Jessica R.] East Carolina Univ, Dept Elementary Educ & Middle Grades Educ, 154 Speight Bldg,Mail Stop 504, Greenville, NC 27858 USA; [Jones, Brett D.; Akalin, Sehmuz] Virginia Tech, Sch Educ, MC 0313, Blacksburg, VA 24061 USA; [Schram, Asta B.] Univ Iceland, Sch Hlth Sci, Laeknagarour Lg 302, Reykjavik, Iceland; [Noble, Jessica; Bean, Corliss] Youth Res & Evaluat eXchange, Toronto, ON, Canada; [Duodu, Eugenia; Yusuf, Yusuf; Garay, Camilo] Vis Sci Network Learning, Toronto, ON, Canada; [Estapa, Anne T.] Iowa State Univ, 1660E Lagomarcino Hall, Ames, IA 50011 USA; [Tank, Kristina M.] Iowa State Univ, 0624C Lagomarcino Hall, Ames, IA 50011 USA; [Herro, Danielle] Clemson Univ, Coll Educ, Digital Media & Learning, Clemson, SC 29634 USA; [Quigley, Cassie] Clemson Univ, Sci Educ, Clemson, SC 29634 USA; [Andrews, Jessica] Educ Testing Serv, Princeton, NJ 08541 USA; [Delacruz, Girlie] LRNG, Chicago, IL USA; [Hora, Matthew T.] Univ Wisconsin, Dept Liberal Arts & Appl Studies, 21 N Pk St, Madison, WI 53715 USA; [Oleson, Amanda K.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53715 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Dept Phys, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeffrey E.] Texas A&M Univ, Coll Engn, College Stn, TX 77843 USA; [Friedrichsen, Debra] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA; [Landrum, R. Eric; Viskupic, Karen; Shadle, Susan E.; Bullock, Doug] Boise State Univ, Boise, ID 83725 USA; [McConnell, John R., III] Austin Peay State Univ, Dept Educ Specialties, POB 4545, Clarksville, TN 37044 USA; [McFadden, Justin R.] Univ Louisville, Louisville, KY 40292 USA; [Roehrig, Gillian H.] Univ Minnesota, St Paul, MN 55108 USA; [Shadle, Susan E.; Marker, Anthony; Earl, Brittnee] Boise State Univ, 1910 Univ Dr, Boise, ID 83725 USA; [Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] US Army, Natick Soldier Res Dev & Engn Ctr, Cognit Sci Team, Natick, MA 01760 USA; [Hutton, Allyson] Think3d, 1018 Maple Lane, Davis, CA 95616 USA; [Nathan, Mitchell J.] Univ Wisconsin, Educ Sci Bldg,1025 West Johnson St, Madison, WI 53705 USA; [Walkington, Candace] Southern Methodist Univ, Dallas, TX USA; [Resnick, Ilyse] Penn State Univ Lehigh Valley, Dept Psychol, 2809 Saucon Valley Rd, Center Valley, PA 18034 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Simpson, Timothy W.] Penn State Univ, Mech & Ind Engn, State Coll, PA 16804 USA; [Williams, Christopher B.] Virginia Tech, Mech Engn, Blacksburg, VA USA; [Hripko, Michael] Youngstown State Univ, Youngstown, OH 44555 USA; [Campbell, Chris; Rolls, Jason] Coll North Atlantic Qatar, Sch Language Studies & Acad, Doha, Qatar; [Linvill, Darren L.; Cranmer, Gregory A.] Clemson Univ, Dept Commun, 405 Strode Tower, Clemson, SC 29634 USA; [Sheffield, Rachel; Koul, Rekha; Blackley, Susan] Curtin Univ, Sch Educ, Perth, WA, Australia; [Maynard, Nicoleta] Curtin Univ, Fac Sci & Engn, Perth, WA, Australia; [Fitzallen, Noleine] Univ Tasmania, Fac Educ, Hobart, Tas, Australia; [Brown, Natalie Ruth] Univ Tasmania, Tasmanian Inst Learning & Teaching, Hobart, Tas, Australia; [Riley, Donna] Smith Coll, Picker Engn Program, Northampton, MA 01063 USA; [Riley, Donna] Virginia Tech, Dept Engn Educ, Blacksburg, VA 24061 USA; [Riley, Donna] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Carter, Lyn] Australian Catholic Univ, Sch Educ, Melbourne, Vic, Australia; [Stryzhak, Oleksandr Ye.] Minor Acad Sci Ukraine, Sci, Kiev, Ukraine; [Slipukhina, Iryna A.] Natl Aviat Univ, Gen Phys Dept, Kiev, Ukraine; [Polikhun, Nataliia I.] Natl Acad Sci Ukraine, Gifted Child Inst, Kiev, Ukraine; [Chernetckiy, Ihor S.] Dept Teching & Themat Knowledge Syst Dev, Pedag Sci, Kiev, Ukraine; [Bell, Dawne; Wooff, David] Edge Hill Univ, Fac Educ, Ormskirk, England; [McLain, Matt] Liverpool John Moores Univ, Sch Educ, Marsh Campus, Liverpool, Merseyside, England; [Morrison-Love, David] Univ Glasgow, Sch Educ, Curriculum Assessment & Pedag Res & Teaching Grp, Glasgow, Lanark, Scotland; [Buxton, Cory; Allexsaht-Snider, Martha] Univ Georgia, 629 Aderhold Hall, Athens, GA 30602 USA; [Harper, Susan] Johns Hopkins Univ, Baltimore, MD 21218 USA; [Payne, Yolanda Denise] Clarke Cty Sch Dist, Clarke Cty, GA USA; [Bullock, Erika C.] Univ Wisconsin, Madison, WI 53706 USA; [Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, 6 New Bedford Court, Stafford, VA 22554 USA; [Evans, Michael A.] North Carolina State Univ, Friday Inst Educ Innovat, Dept Teacher Educ & Learning Sci, Raleigh, NC USA; [Huang, Lixiao] North Carolina State Univ, Dept Psychol, Raleigh, NC USA; [Casas, Yadira; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain; [Redman, Christine] Univ Melbourne, Grad Sch Educ, Melbourne, Vic, Australia; [Kordaki, Maria; Berdousis, Ioannis] Univ Aegean, Dept Cultural Technol & Commun, Univ Hill, Mitilini 81100, Greece; [Nemorin, Selena; Selwyn, Neil] Monash Univ, Fac Educ, Melbourne, Vic, Australia; [Sengupta, Pratim; Shanahan, Marie-Claire] Univ Calgary, Werklund Sch Educ, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada; [Musah, Rabi A.; Ford, Michael] SUNY Albany, Albany, NY 12222 USA; [Fisher, Dara R.] Harvard Univ, Cambridge, MA 02138 USA; [Bagiati, Aikaterini; Sarma, Sanjay] MIT, Cambridge, MA 02139 USA; [Hernandez, Paul R.] West Virginia Univ, Dept Learning Sci & Human Dev, Allen Hall,355 Oakland St,POB 6122, Morgantown, WV 26506 USA; [Estrada, Mica] Univ Calif San Francisco, Inst Hlth Aging, San Francisco, CA 94143 USA; [Woodcock, Anna; Schultz, P. Wesley] Calif State Univ San Marcos, Dept Psychol, San Marcos, CA USA; [Wang, Xueli; Sun, Ning; Wagner, Brit] Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Lee, Seo Young] Univ Wisconsin, Dept Educ Psychol, Madison, WI USA; [Hansen-Thomas, Holly] Texas Womans Univ, Dept Bilingual & ESL Educ, Denton, TX 76204 USA; [Langman, Juliet] UTSA, Dept Bicultural Bilingual Studies, San Antonio, TX 78249 USA; [Pearson, Greg] Natl Acad Engn, 500 Fifth St NW, Washington, DC 20001 USA; [Cavlazoglu, Baki] Karadeniz Tech Univ, Fatih Fac Educ, Dept Math & Sci Educ, Trabzon, Turkey; [Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA; [Schnittka, Christine] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USA; [Kimmel, Howard; Hirsch, Linda; Burr-Alexander, Levelle] New Jersey Inst Technol, Ctr Precoll Programs, Newark, NJ 07102 USA; [Rockland, Ronald] New Jersey Inst Technol, Dept Engn Technol, Newark, NJ 07102 USA; [Vidic, Andreja Drobnic] Univ Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana, Slovenia; [Dana-Picard, Thierry] Jerusalem Coll Technol, Jerusalem, Israel; [Zeitoun, David] Orot Coll, Rehovot, Israel; [Smith, Emma] Univ Leicester, Sch Educ, Leicester, Leics, England; [White, Patrick] Univ Leicester, Dept Sociol, Leicester, Leics, England; [Walker, Lane H.; Sherman, Helene J.] Univ Missouri St Louis, St Louis, MO 63121 USA; [Thomson, Margareta Maria] North Carolina State Univ, Teacher Educ & Learning Sci Dept, 602 L Poe Hall,Campus Box 7801, Raleigh, NC 27695 USA; [DiFrancesca, Daniell] Lawrence Univ, Mielke Family Dept Educ, Briggs Hall 118, Appleton, WI 54911 USA; [Carrier, Sarah] North Carolina State Univ, Teacher Educ & Learning Sci Dept, 317 F Poe Hall,Campus Box 7801, Raleigh, NC 27695 USA; [Lee, Carrie] East Carolina Univ, Math Sci & Instruct Technol Educ Dept, Campus Box 566, Greenville, NC 27858 USA; [Lynch, Sharon J.; Spillane, Nancy; Ross, Kathleen M.; Han, Edmund M.] George Washington Univ, 2134 G St NW, Washington, DC 20037 USA; [House, Ann] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Peters-Burton, Erin] George Mason Univ, 4400 Univ Dr, Fairfax, VA 22030 USA; [Behrend, Tara] George Washington Univ, 600 21st St NW, Washington, DC USA; [Krajcik, Joseph] Michigan State Univ, CREATE STEM, E Lansing, MI 48824 USA; [Delen, Ibrahim] Usak Univ, Usak, Turkey; [Capraro, Mary M.; Bicer, Ali; Lincoln, Yvonna S.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA; [Grant, Melva R.] Old Dominion Univ, Norfolk, VA USA; [Cavlazoglu, Baki; Stuessy, Carol L.] Texas A&M Univ, Teaching Learning & Culture TLAC Dept, 4232 TAMU, College Stn, TX 77843 USA; [Kumar, David Devraj] Florida Atlantic Univ, STEM Educ Lab, Coll Educ, 3200 Coll Ave, Davie, FL 33314 USA; [Analytis, Santhi; Sadler, Joel A.; Cutkosky, Mark R.] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA; [Butler, Matthew; Holloway, Leona; Marriott, Kim; Goncu, Cagatay] Monash Univ, Fac Informat Technol, Caulfield Campus, Caulfield, Vic, Australia; [de Freitas, Elizabeth; Pais, Alexandre] Manchester Metropolitan Univ, Manchester, Lancs, England; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA; [Chiang, Feng-Kuang] Beijing Normal Univ, Fac Educ, Sch Educ Technol, 19 XinJieKouWai St, Beijing 100875, Peoples R China; [Chiang, Feng-Kuang] Beijing Normal Univ, Beijing Adv Innovat Ctr Future Educ, Beijing 100875, Peoples R China; [Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ, Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA; [Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA; [Finkelstein, Noah] Univ Colorado Boulder, UCB 390, Boulder, CO 80309 USA; [Franklin, Scott] Rochester Inst Technol, Ctr Adv STEM Teaching Learning & Evaluat, 1 Lomb Mem Dr, Rochester, NY 14623 USA; [Malcom, Shirley] Assoc Adv Sci, Educ & Human Resources Programs Amer, 1200 New York Ave NW, Washington, DC 20005 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, 5500 Campanile Dr, San Diego, CA 92182 USA; [Redd, Kacy] Assoc Publ & Land Grant Univ, 1307 New York Ave NW, Washington, DC 20005 USA; [John, Kristen St.] James Madison Univ, 395 S High St, Harrisonburg, VA 22807 USA; [Lee, Kevin M.] Natl Sci Fdn, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Ruthven, Kenneth; Mercer, Neil; Guardia, Paula; Hofmann, Riikka; Ilie, Sonia; Luthman, Stefanie; Riga, Fran] Univ Cambridge, Fac Educ, Cambridge, England; [Taber, Keith S.] Univ Cambridge, Fac Educ, Sci Technol & Math Educ Acad Grp, Cambridge, England; [Christodoulou, Andri] Univ Southampton, Southampton Educ Sch, Fac Social Human & Math Sci, Southampton, Hants, England; [Binns, Ian C.; Polly, Drew; Conrad, James; Algozzine, Bob] Univ North Carolina Charlotte, Charlotte, NC 28223 USA; [Matz, Rebecca L.] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA; [Jardeleza, Sarah E.] Michigan State Univ, Ctr Integrat Studies Gen Sci, CREATE STEM Inst, E Lansing, MI 48824 USA; [Jardeleza, Sarah E.] Salisbury Univ, Off Univ Anal Reporting & Assessment, 1101 Camden Ave, Salisbury, MD 21801 USA; [Mulnix, Amy B.] Franklin & Marshall Coll, Lancaster, PA 17604 USA; [Young, Sherri C.; Colabroy, Ken L.; Baar, Marsha R.] Muhlenberg Coll, Dept Chem, Allentown, PA 18104 USA; [Connors-Kellgren, Alice; Blustein, David L.; Barnett, Mike] Boston Coll, Lynch Sch Educ, Chestnut Hill, MA 02167 USA; [Parker, Caroline E.] STEM Learning & Res STELAR Ctr EDC, Waltham, MA 02453 USA; [Peterman, Karen] Karen Peterman Consulting Co, 2706 Stuart Dr, Durham, NC 27707 USA; [Kermish-Allen, Ruth] Maine Math & Sci Alliance, 219 Capitol St Suite 3, Augusta, GA 04330 USA; [Knezek, Gerald; Tyler-Wood, Tandra] Univ North Texas, Dept Learning Technol, 3940 N Elm, Denton, TX 76207 USA; [Christensen, Rhonda] Univ North Texas, Inst Integrat Technol Teaching & Learning, Denton, TX 76207 USA; [Reider, David] Educ Design INC, Newton, MA USA; [Knestis, Kirk] Hezel Associates LLC, Syracuse, NY 13203 USA; [Malyn-Smith, Joyce] Educ Dev Ctr Inc EDC, Waltham, MA USA; [Reider, David] Educ Design INC, Newton, MA USA; [Knestis, Kirk] Hezel Associates LLC, Syracuse, NY 13203 USA; [Malyn-Smith, Joyce] Educ Dev Ctr Inc EDC, Waltham, MA USA; [Leonard, Jacqueline; Buss, Alan; Gamboa, Ruben; Almughyirah, Sultan] Univ Wyoming, Sci & Math Teaching Ctr, 1000 E Univ Ave,Wyoming Hall 454, Laramie, WY 82071 USA; [Mitchell, Monica] MERAssociates, Vienna, VA USA; [Fashola, Olatokunbo S.] Johns Hopkins Univ, Baltimore, MD USA; [Hubert, Tarcia] Lone Star Coll Montgomery, Conroe, TX USA; [Ashford, Shetay N.] Texas State Univ, Dept Occupat Workforce & Leadership Studies, 601 Univ Dr,Pedernales Bldg 110, San Marcos, TX 78666 USA; [Lanehart, Rheta E.; Lee, Reginald S.; Kromrey, Jeffrey D.] Univ S Florida, Ctr Res Evaluat Assessment & Measurement, 4202 E Fowler Ave,EDU 105, Tampa, FL 33620 USA; [Kersaint, Gladis K.] Univ Connecticut, Neag Sch Educ, 249 Glenbrook Rd,Unit 3064,Charles B Gentry Bldg, Storrs, CT 06269 USA; [Beckett, Gulbahar H.] Iowa State Univ, 353 Ross Hall, Ames, IA 50011 USA; [Hemmings, Annette] Edgewood Coll, 1000 Edgewood Coll Dr, Madison, WI 53711 USA; [Maltbie, Catherine] Univ Cincinnati, POB 210105, Cincinnati, OH 45219 USA; [Wright, Kathy; Sherman, Melissa] Hughes STEM High Sch, 2515 Clifton Ave, Cincinnati, OH 45219 USA; [Sersion, Brian] Cincinnati Publ Sch, POB 5381, Cincinnati, OH 45201 USA; [Alexander, Quentin R.; Hermann, Mary A.] Virginia Commonwealth Univ, Dept Counselor Educ, Richmond, VA 23284 USA; [Alexander, Quentin R.] Longwood Univ, Coll Educ & Human Serv, Dept Educ & Special Educ, 201 High St,Off 237, Farmville, VA 23909 USA; [Sharan, Raghubir] Indian Inst Technol, Elect Engn, Gandhinagar 382355, Palaj, India; [Sharan, Raghubir] LNMIIT, Jaipur, Rajasthan, India; [Sharan, Raghubir] Samtel Ctr Display Technol, Kanpur, Uttar Pradesh, India; [Sharan, Raghubir] Indian Inst Technol, Kanpur, Uttar Pradesh, India; [Boruah, Bijoy] Indian Inst Technol Delhi, Dept Humanities & Social Sci, New Delhi, India; [Lee, Hyundong; Bae, Taeyoun; Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu 41566, South Korea; [Zervas, Panagiotis; Sampson, Demetrios G.] Ctr Res & Technol Hellas, Inst Informat Technol, POB 60361,6th Km Charilaou Thermi Rd, Thessaloniki 57001, Greece; [Tsourlidaki, Eleftheria; Sotiriou, Sofoklis] Ellinogermaniki Agogi, Dimitriou Panagea Str, Pallini Attikis 15351, Greece; [Cao, Yiwei; Faltin, Nils] IMC Informat Multimedia Commun AG, Scheer Tower,Uni Campus Nord, D-66123 Saarbrucken, Germany; [Sampson, Demetrios G.] Curtin Univ, Sch Educ, Bentley Campus,Kent St, Perth, WA 6102, Australia; [Barrett, Trevor J.; Hegarty, Mary] Univ Calif Santa Barbara, Dept Psychol & Brain Sci, Santa Barbara, CA 90026 USA; [Bell, Jamie] Ctr Adv Informal Sci Educ CAISE, Washington, DC 20006 USA; [Bell, Jamie] Exploratorium, San Francisco, CA USA; [Bell, Jamie] Harvard Smithsonian Ctr Astrophys Sci, Media Grp, Cambridge, MA USA; [Bell, Jamie] Petrosains, Kuala Lumpur, Malaysia; [Chesebrough, David] COSI, Columbus, OH USA; [Chesebrough, David] Buffalo Museum Sci, Buffalo, NY USA; [Chesebrough, David] Roberson Museum, Binghamton, NY USA; [Chesebrough, David] Carnegie Sci Ctr, Pittsburgh, PA USA; [Cryan, Jason] NC Museum Nat Sci, Res & Collect, Raleigh, NC USA; [Cryan, Jason] New York State Museum & Sci Serv, Lab Conservat & Evolutionary Genet, Albany, NY USA; [Koster, Emlyn] NC Museum Nat Sci, Raleigh, NC USA; [Koster, Emlyn] Royal Tyrrell Museum Paleontol, Drumheller, AB, Canada; [Koster, Emlyn] Ontario Sci Ctr, Toronto, ON, Canada; [Koster, Emlyn] Liberty Sci Ctr NJ NY Reg, Jersey City, NJ USA; [Parker, Carolyn; Smith, Erica L.; McKinney, David] Johns Hopkins Univ, Baltimore, MD 21218 USA; [Laurier, Amanda] Baltimore City Publ Sch Syst, Baltimore, MD USA; [MacDougall, Preston J.; Volkov, Anatoliy] Middle Tennessee State Univ, Dept Chem, 1301 E Main St, Murfreesboro, TN 37130 USA; [MacDougall, Preston J.; Volkov, Anatoliy] Middle Tennessee State Univ, Ctr Computat Sci, 1301 E Main St, Murfreesboro, TN 37130 USA; [Henze, Christopher E.] NASA, Adv Supercomp Div, Ames Researc Ctr, Moffett Field, CA USA; [Guzdial, Mark] Georgia Inst Technol, Atlanta, GA 30332 USA; [Morrison, Briana] Univ Nebraska, Comp Sci, Omaha, NE 68182 USA; [Clapp, Edward P.; Jimenez, Raquel L.] Harvard Grad Sch Educ, Project Zero, Longfellow Hall,Room 406C,13 Appian Way, Cambridge, MA 02138 USA; [Magerko, Brian; Freeman, Jason] Georgia Inst Technol, 85 5th St, Atlanta, GA 30308 USA; [McKlin, Tom; Crews-Brown, Andrea] Sagefox Consulting Grp LLC, Amherst, MA USA; [Reilly, Mike] Lanier High Sch, 918 Buford Hwy NE, Buford, GA 30518 USA; [Livingston, Elise] Microsoft, Hyderabad, Andhra Pradesh, India; [McCoid, Scott] Ableton Inc, Berlin, Germany; [Freeman, Jason; McCoid, Scott] Georgia Inst Technol, 840 McMillan St, Atlanta, GA 30332 USA; [McKlin, Tom] Findings Grp LLC, 1201 Clairmont Rd 305a, Atlanta, GA 30030 USA; [Rinke, Carol R.; Gladstone-Brown, Wendy; Kinlaw, C. Ryan] Marist Coll, Poughkeepsie, NY 12601 USA; [Cappiello, Jean] Nanuet Sch Dist, Nanuet, NY USA; [Wilson, Sarah Beth] Rose Hulman Inst Technol, Dept Chem & Biochem, Terre Haute, IN 47803 USA; [Varma-Nelson, Pratibha] Indiana Univ Purdue Univ, Dept Chem & Chem Biol, Indianapolis, IN 46202 USA; [Varma-Nelson, Pratibha] Indiana Univ Purdue Univ, SEIRI, Indianapolis, IN 46202 USA; [Koch, Melissa; Gorges, Torie] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Chen, Chen] Harvard Grad Sch Educ, Cambridge, MA 02138 USA; [Schneps, Matthew H.] Univ Massachusetts, Boston, MA 02125 USA; [Schneps, Matthew H.] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Chen, Chen; Sonnert, Gerhard] Harvard Smithonian Ctr Astrophys, Cambridge, MA 02138 USA; 0; [Pasha-Zaidi, Nausheen; Afari, Ernest] Petr Inst, POB 2533, Abu Dhabi, U Arab Emirates; [Radloff, Jeff; Guzey, Selcen] Purdue Univ, Coll Educ, 100 Univ St, W Lafayette, IN 47907 USA; [Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea; [Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Aggie STEM Ctr, College Stn, TX 77843 USA; [Hall, Alfred; Miro, Danielle] Univ Memphis, Memphis, TN 38152 USA; [James, Sylvia M.] Natl Sci Fdn, Div Human Resource Dev, Directorate Educ & Human Resources, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA; [Singer, Susan R.] Carleton Coll, Dept Cognit Sci, Northfield, MN 55057 USA; [Singer, Susan R.] Natl Sci Fdn, Div Undergrad Educ, Directorate Educ & Human Resources, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Singer, Susan R.] Rollins Coll, Off Vice President Acad Affairs & Provost, 1000 Holt Ave 2712, Winter Pk, FL 32789 USA; [Wiseman, Alexander W.] Lehigh Univ, Bethlehem, PA 18015 USA; [Abdelfattah, Faisal A.] Univ Dammam, Dammam, Saudi Arabia; [Almassaad, Ahmad] King Saud Univ, Riyadh, Saudi Arabia; [Rai, Amelia; Robinson, Julie A.] NASA, Johnson Space Ctr, Washington, DC 20546 USA; [Tate-Brown, Judy] Barrios Technol, Houston, TX 77058 USA; [Buckley, Nicole] Canadian Space Agcy, Longueuil, PQ, Canada; [Zell, Martin] European Space Agcy, Noordwijk, Netherlands; [Tasaki, Kazuyuki] Japan Aerosp Explorat Agcy JAXA, Chofu, Tokyo, Japan; [Karabadzhak, Georgy] TSNIIMASH, Kaliningrad, Russia; [Sorokin, Igor V.] SP Korolev Rocket & Space Corp Energia, Korolev, Russia; [Pignataro, Salvatore] Italian Space Agcy ASI, Rome, Italy; [Kim, Pyoung Won] Incheon Natl Univ, Inchon, South Korea; [Alade, Fashina; Lauricella, Alexis R.; Beaudoin-Ryan, Leanne; Wartella, Ellen] Northwestern Univ, Sch Commun, Ctr Media & Human Dev, Evanston, IL 60208 USA; [Argiolas, Alfredo; Sinibaldi, Edoardo; Mazzolai, Barbara] Ist Italiano Tecnol, Ctr MicrobioRobot, Pontedera, Italy; [Argiolas, Alfredo] Scuola Super Sant Anna, BioRobot Inst, Pontedera, Italy; [Mac Murray, Benjamin C.] Cornell Univ, Dept Mat Sci & Engn, Ithaca, NY 14853 USA; [Van Meerbeek, Ilse; Whitehead, John; Shepherd, Robert F.] Cornell Univ, Sibley Sch Mech & Aerosp Engn, 277 Kimball Hall, Ithaca, NY 14853 USA; [Maglaty, Joseph] Franklin Inst, Philadelphia, PA USA; [Blanco Blanco, Angeles; Casas Moreno, Yadira; Mafokozi Ndabishibije, Joseph] Univ Complutense Madrid, Fac Educ, C Rector Royo Villanova S-N,Ciudad Univ, E-28040 Madrid, Spain; [Chesky, Nataly Z.] SUNY Coll New Paltz, Dept Elementary Educ, New Paltz, NY USA; [Goldstein, Rebecca A.] Montclair State Univ, Dept Secondary & Special Educ, Montclair, NJ USA; [McLaughlin, Jacqueline] Penn State Univ, Biol, 1809 Saucon Valley Rd, Center Valley, PA 18034 USA; [McLaughlin, Jacqueline] Penn State Univ, CHANCE, 1809 Saucon Valley Rd, Center Valley, PA 18034 USA; [Metz, Anneke] Southern Illinois Univ, Sch Med, MEDPREP Program, Wheeler Hall 210,975 S Normal Ave, Carbondale, IL 62901 USA; [Wang, Xueli] Univ Wisconsin Madison, Dept Educ Leadership & Policy Anal, 270-H Educ Bldg,1000 Bascom Mall, Madison, WI 53706 USA; [Lin, Kuen-Yi] Natl Taiwan Normal Univ, Taipei, Taiwan; [Williams, P. John] Univ Waikato, Hamilton, New Zealand; [Margenot, Andrew J.; Alldritt, Katelin; O'Geen, Anthony] Univ Calif Davis, Dept Land Air & Water Resources, 1 Shields Ave, Davis, CA 95616 USA; [Southard, Susan] Natl Soil Survey Ctr, NRCS, Davis, CA 95616 USA; [Psycharis, Sarantos] ASPETE, Dept Educ, Athens, Greece; [Park, HyunJu] Chosun Univ, Gwangju, South Korea; [Byun, Soo-yong] Penn State Univ, University Pk, PA 16802 USA; [Sim, Jaeho] Pusan Natl Univ, Busan, South Korea; [Han, Hyesook] Dankook Univ, Yongin, South Korea; [Baek, Yoon Su] Yonsei Univ, Seoul 120749, South Korea; [Kim, Bang-Hee] Youngmoon Middle Sch, Seoul, South Korea; [Kim, Jinsoo] Korea Natl Univ Educ, Cheongju, South Korea; [Kim, Hyoungbum] Chungbuk Natl Univ, Cheongju, South Korea; [Chae, Dong-Hyun] Jeonju Natl Univ Educ, Jeonju, South Korea; [Nelson, Brian C.; Kim, Younsu; Slack, Kent] Arizona State Univ, Tempe, AZ 85281 USA; [Castle, Megan; Woodruff, Teresa K.] Northwestern Univ, Feinberg Sch Med, Womens Hlth Res Inst, Chicago, IL 60611 USA; [Cleveland, Charlotte] Washington Univ, St Louis, MO USA; [Gordon, Diana; Jones, Lynda; Zelinski, Mary] Oregon Hlth & Sci Univ West Campus, Oregon Natl Primate Res Ctr, Beaverton, OR USA; [Winter, Patricia; Chang, Jeffrey; Senegar-Mitchell, Ericka] Univ Calif San Diego, San Diego, CA 92103 USA; [Coutifaris, Christos] Univ Penn, Dept Cell & Dev Biol, Philadelphia, PA 19104 USA; [Coutifaris, Christos] Univ Penn, Dept Obstet & Gynecol, Philadelphia, PA 19104 USA; [Shuda, Jamie; Mainigi, Monica; Bartolomei, Marisa] Univ Penn, Inst Regenerat Med, Philadelphia, PA 19104 USA; [Li, Yanyan; Huang, Zhinan; Jiang, Menglu; Chang, Ting-Wen] Beijing Normal Univ, Sch Educ Technol, R&D Ctr Knowledge Engn, Beijing, Peoples R China; [Jho, Hunkoog] Dankook Univ, Yongin, South Korea; [Hong, Oksu] Korea Fdn Adv Sci & Creat, Daejeon, South Korea; [Song, Jinwoong] Seoul Natl Univ, Seoul 151, South Korea; [Goldwater, Micah B.] Univ Sydney, Sch Psychol, Brennan MacCallum A18, Camperdown, NSW 2006, Australia; [Schalk, Lennart] Swiss Fed Inst Technol, Inst Behav Sci, Zurich, Switzerland; [Kanoksilapatham, Budsaba] Silpakorn Univ, Fac Arts, Dept English, Nakhon Pathom 73000, Thailand; [Susilo, Ekawahyu; Liu, Jianing; Rayo, Yasmin Alvarado; Peck, Ashley Melissa; Valdastri, Pietro] Vanderbilt Univ, STORM Lab, Dept Mech Engn, Nashville, TN 37212 USA; [Montenegro, Justin] Metro Nashville Publ Sch, Hume Fogg Acad Magnet High Sch, Nashville, TN 37203 USA; [Gonyea, Mark] Rutherford Cty Board Educ, Stewarts Creek High Sch, Math, Smyrna, TN 37167 USA; [Fantin, Dennis] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA; [Sutton, Marc] Ctr Accessible Technol, Berkeley, CA 94703 USA; [Daumann, Lena J.] Univ Calif Berkeley, Dept Chem, Berkeley, CA 94720 USA; [Fischer, Kael F.] Univ Utah, Sch Med, Dept Pathol, Salt Lake City, UT 84132 USA; [Quigley, Cassie F.; Herro, Dani] Clemson Univ, Clemson, SC USA; [Acs, Zoltan] George Mason Univ, Fairfax, VA 22030 USA; [Acs, Zoltan] London Sch Econ, London WC2A 2AE, England; [Astebro, Thomas] HEC Paris, 1 Rue Liberat, F-78351 Jouy En Josas, France; [Audretsch, David] Indiana Univ, Bloomington, IN USA; [Robinson, David T.] Duke Univ, Durham, NC USA; [Dinov, Ivo D.; Kalinin, Alexandr] Univ Michigan, SOCR, UMSN, 400 N Ingalls, Ann Arbor, MI 48109 USA; [Dinov, Ivo D.; Kalinin, Alexandr] Univ Michigan, DCM&B, Michigan Inst Data Sci MIDAS, Ann Arbor, MI 48109 USA; [Dinov, Ivo D.; Christou, Nicolas] Univ Calif Los Angeles, SOCR Resource, Dept Stat, Los Angeles, CA 90095 USA; [Dinov, Ivo D.] Univ Calif Los Angeles, Ctr Computat Biol, Los Angeles, CA 90095 USA; [Siegrist, Kyle] Univ Alabama, Dept Math Sci, Huntsville, AL 35899 USA; [Pearl, Dennis K.] Penn State Univ, Dept Stat, University Pk, PA 16802 USA; [John, Mativo; Bettye, Smith; Robert, Wicklein] Univ Georgia, Athens, GA 30602 USA; [Ezra, Thompson] Arabia Mt High Sch, Lithonia, GA USA; [Novak, Heather] Colorado State Univ, Inst Res, Ft Collins, CO 80523 USA; [Paguyo, Christina; Siller, Thomas] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA; [Means, Barbara; Wang, Haiwen; Young, Viki; Peters, Vanessa L.] SRI Educ, Ctr Technol Learning, Menlo Pk, CA 94025 USA; [Lynch, Sharon J.] George Washington Univ, Grad Sch Educ & Human Dev, Washington, DC USA; [Penuel, William R.] Univ Colorado, Sch Educ, UCB 249, Boulder, CO 80305 USA; [Bell, Philip] Univ Washington, Seattle, WA 98195 USA; [Bevan, Bronwyn] Exploratorium, San Francisco, CA USA; [Buffington, Pam] EDC, Waltham, MA USA; [Falk, Joni] TERC, Cambridge, MA USA; Istanbul Aydin Univ, Istanbul, Turkey; [Blanco Blanco, Angeles; Casas Moreno, Yadira; Mafokozi Ndabishibije, Joseph] Univ Complutense Madrid, Fac Educ, C Rector Royo Villanova S-N,Ciudad Univ, E-28040 Madrid, Spain; [Farris, Amy Voss] Vanderbilt Univ, Peabody Coll, Dept Teaching & Learning, 230 Appleton Way, Nashville, TN 37203 USA; [Sengupta, Pratim] Univ Calgary, Werklund Sch Educ, Imperial Oil Fdn Res Chair STEM Educ, EDT 836,2500 Univ Dr NW,T2M, Calgary, AB T2N 1N4, Canada; [Sumen, Ozlem Ozcakir; Calisici, Hamza] Ondokuz Mayis Univ, Dept Elementary Educ, Samsun, Turkey; [Lesseig, Kristin; Nelson, Tamara Holmlund; Slavit, David] Washington State Univ Vancouver, Vancouver, WA 98686 USA; [Seidel, Ryan August] Washington State Univ Spokane, Spokane, WA USA; [Munoz, David] Penn State Univ, Ind Engn, University Pk, PA 16802 USA; [Tucker, Conrad S.] Penn State Univ, Engn Design & Ind Engn, University Pk, PA 16802 USA; [Margulieux, Lauren E.; Catrambone, Richard] Georgia Inst Technol, Sch Psychol, Atlanta, GA 30332 USA; [Jang, Hyewon] Harvard Univ, John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA; [Schmidt, Matthew] Univ Cincinnati, Instruct Design & Technol Program, G Teachers Coll 610, Cincinnati, OH 45221 USA; [Fulton, Lori] Univ Hawaii, Inst Teacher Educ, Elementary Program, 1776 Univ Ave,Everly Hall Rm 126, Honolulu, HI 96822 USA; [Psycharis, Sarantos] ASPETE, Fac Pedag & Technol Educ, Athens, Greece; [Potkonjak, Veljko; Petrovic, Vladimir M.; Jovanovic, Kosta] Univ Belgrade, Sch Elect Engn, Belgrade, Serbia; [Gardner, Michael; Callaghan, Victor] Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England; [Mattila, Pasi] Univ Oulu, Ctr Internet Excellence, SF-90100 Oulu, Finland; [Guetl, Christian] Graz Univ Technol, A-8010 Graz, Austria; [Guetl, Christian] Curtin Univ, Bentley, WA, Australia; [Witkowski, David] Joint Venture Silicon Valley Wireless Commun Init, San Jose, CA USA; [Ohja, Suresh] Natl Instruments, Santa Clara, CA USA; [Cole, Renee; Emberger, Jaime] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Van Horne, Samuel] Univ Iowa, Off Teaching Learning & Technol, Iowa City, IA USA; [Dooley, Kathleen; Kurriss, Phoebe; Brush, Edward; Nellutla, Sarita] Bridgewater State Univ, Dept Chem, Bridgewater, MA USA; [Fox, Laura; Roehrig, Gill] Univ Minnesota, STEM Educ Ctr, Minneapolis, MN USA; [Hollinshead, Samantha; Nangreave, Ryan] Arizona State Univ Coll Lake Havasu, Lake Havasu City, AZ USA; [Smith, Jerry] Georgia State Univ, Dept Chem, Atlanta, GA 30303 USA; [Kaplan, Lawrence] Williams Coll, Dept Chem, Williamstown, MA 01267 USA; [Collard, David] Georgia Inst Technol, Dept Chem & Biochem, Atlanta, GA 30332 USA; [Hill, Patricia] Millersville Univ Pennsylvania, Dept Chem, Millersville, PA 17551 USA; [Nalley, Elizabeth] Cameron Univ, Chem Phys & Engn, Lawton, OK 73505 USA; [Nelson, Donna] Univ Oklahoma, Norman, OK 73019 USA; [Hodges, Georgia; Jeong, Sophia; McKay, Peggy] Univ Georgia, Athens, GA 30602 USA; [Robertson, Tom; Ducrest, David] Cogent Educ, Athens, GA USA; [Zeidler, Dana L.] Univ South Florida Tampa Bay, Coll Educ, Dept Teaching & Learning, 4202 East Fowler Ave, Tampa, FL 33620 USA; [Storksdieck, Martin] Oregon State Univ, Ctr Res Lifelong STEM Learning, Corvallis, OR 97331 USA; 0; [Lykkegaard, Eva] Univ Aarhus, Ctr Sci Educ, Palle Juul Jensens Blvd 82,Bldg B, DK-8200 Aarhus N, Denmark; [Ulriksen, Lars] Univ Copenhagen, Dept Sci Educ, Copenhagen, Denmark; [Fundis, Allison] Ocean Explorat Trust, Educ Outreach & Commun, New London, CT USA; [Cook, Megan] Ocean Explorat Trust, Community STEM Program, New London, CT USA; [Garson, Samuel; Sutton, Katherine; Munro, Scott; Poulton, Susan] Ocean Explorat Trust, New London, CT USA; [Trinchero, Roberto] Univ Turin, I-10124 Turin, Italy; [Sala, Giovanni] Univ Liverpool, Liverpool L69 7ZA, Merseyside, England; [Chachashvili-Bolotin, Svetlana] Municipal Ashdod, Educ Div, Informat Res & Evaluat Dept, Ashdod, Israel; [Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, Inst Immigrat & Social Integrat, Community & Social Sci, Jerusalem, Israel; [Milner-Bolotin, Marina] Univ British Columbia, Dept Curriculum & Pedag, Vancouver, BC V5Z 1M9, Canada; [Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel; [Virtic, Mateja Ploj; Sorgo, Andrej] Univ Maribor, Maribor, Slovenia; [Bell, Dawne] Edge Hill Univ, Fac Educ, Ormskirk L39 4QP, Lancs, England; [Weintrop, David; Horn, Michael; Orton, Kai; Wilensky, Uri] Northwestern Univ, Ctr Connected Learning & Comp Based Modeling, Evanston, IL 60208 USA; [Weintrop, David; Horn, Michael; Orton, Kai; Jona, Kemi; Wilensky, Uri] Northwestern Univ, Learning Sci, Evanston, IL 60208 USA; [Beheshti, Elham; Horn, Michael; Jona, Kemi; Wilensky, Uri] Northwestern Univ, Comp Sci, Evanston, IL 60208 USA; [Wilensky, Uri] Northwestern Inst Complex Syst, Evanston, IL 60208 USA; [Trouille, Laura] Adler Planetarium, Chicago, IL 60605 USA; [Trouille, Laura] Northwestern Univ, CIERA, Evanston, IL 60208 USA; [Steele, Astrid] Nipissing Univ, Schulich Sch Educ, 100 Coll Dr, North Bay, ON P1B8L7, Canada; [Sullivan, Florence R.] Univ Massachusetts, Dept Teacher Educ & Curriculum Studies, Learning Technol, Amherst, MA 01003 USA; [Heffernan, John] Univ Massachusetts, Dept Teacher Educ & Curriculum Studies, Amherst, MA 01003 USA; [Bennett, Audrey] Rensselaer Polytech Inst, Rensselaer, NY 12180 USA; [Blundell, Christopher; Nykvist, Shaun] Queensland Univ Technol, Fac Educ, Brisbane, Qld, Australia; [Lee, Kar-Tin] Queensland Univ Technol, Fac Educ, Sch Curriculum, Brisbane, Qld, Australia; [Styers, M. L.; Van Zandt, P. A.] Birmingham Southern Coll, Dept Biol, Birmingham, AL USA; [Hayden, K. L.] Birmingham Southern Coll, Dept Chem & Phys, Birmingham, AL USA; [Winn, Kathleen M.] Univ Iowa, Lindquist Ctr N491, Iowa City, IA 52242 USA; [Choi, Kyong Mi; Hand, Brian] Univ Iowa, Lindquist Ctr, Iowa City, IA 52242 USA; [Babb, Armando Paulino Preciado; Takeuchi, Miwa Aoki; Yanez, Gabriela Alnoso; Francis, Krista; Gereluk, Dianne; Friesen, Sharon] Univ Calgary, Werklund Sch Educ, Calgary, AB, Canada; [Yoon, Ma Byong] Jeonju Univ, Dept Sci Educ, Jeonju 560759, Jeonbook, South Korea; [Micari, Marina] Northwestern Univ, Searle Ctr Adv Learning & Teaching, 627 Dartmouth Pl, Evanston, IL 60208 USA; [Van Winkle, Zachary] Humboldt Univ, Dept Microsociol, Berlin, Germany; [Van Winkle, Zachary] WZB Berlin Social Sci Ctr, Demog & Inequal Res Grp, Berlin, Germany; [Pazos, Pilar] Old Dominion Univ, Dept Engn Management & Syst Engn, Norfolk, VA USA; [Lasica, I. E.; Meletiou-Mavrotheris, M.] European Univ Cyprus, Sch Arts & Educ Sci, 6 Diogenis Str,POB 22006, CY-1516 Nicosia, Cyprus; [Katzis, K.; Dimopoulos, C.] European Univ Cyprus, Sch Sci, 6 Diogenis Str,POB 22006, CY-1516 Nicosia, Cyprus; [Phillips, Brian N.; Morrison, Blaise; Deiches, Jonathan F.; Chan, Fong] Univ Wisconsin, Madison, WI USA; [Yan, Min-Chi] Northeastern State Univ, Broken Arrow, OK USA; [Strauser, David] Univ Illinois, Champaign, IL USA; [Kang, Hyun-Ju] Michigan State Univ, E Lansing, MI 48824 USA; [Emdin, Christopher; Adjapong, Edmund] Columbia Univ, Teachers Coll, Dept Math Sci & Technol, New York, NY 10027 USA; [Levy, Ian] Columbia Univ, Teachers Coll, Dept Hlth & Behav Studies, New York, NY 10027 USA; [Greene-Clemons, Cheresa Denae] North Carolina Cent Univ, Sch Educ, Durham, NC 27707 USA; [Zahav, Anat Even; Shahar, Sigalit; Hazzan, Orit] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Capraro, Robert M.; Capraro, Mary Margaret] Aggie STEM, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA; [Capraro, Robert M.; Capraro, Mary Margaret; Barroso, Luciana R.] Texas A&M Univ, 4232 TAMU, College Stn, TX 77843 USA; [Barroso, Luciana R.] Aggie STEM, Zachry Dept Civil Engn, 4232 TAMU, College Stn, TX 77843 USA; [Morgan, James R.] Aggie STEM, Dept Engn, Albury, NSW 2640, Australia; [Morgan, James R.] Charles Sturt Univ, Albury, NSW 2640, Australia; [Baran, Evrim] Middle East Tech Univ, Ctr Sci Technol Engn & Math STEM Educ, TR-06800 Ankara, Turkey; [Bilici, Sedef Canbazoglu] Aksaray Univ, Fac Educ, Dept Sci Educ, TR-68100 Aksaray, Turkey; [Mesutoglu, Canan; Ocak, Ceren] Middle East Tech Univ, Fac Educ, Dept Educ Sci, TR-06800 Ankara, Turkey; [Ayar, Mehmet C.] Sci & Technol Res Council Turkey TUBITAK, Sci & Soc Dept, TR-06420 Ankara, Turkey; [Yalvac, Bugrahan] Aggie STEM, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA; [Yalvac, Bugrahan] Texas A&M Univ, 4232 TAMU, College Stn, TX 77843 USA; [Kertil, Mahmut] Marmara Univ, Ataturk Fac Educ, Math Educ, Dept Secondary Sci & Math Educ, TR-34722 Istanbul, Turkey; [Gurel, Cem] Marmara Univ, Ataturk Fac Educ, Phys Educ, Dept Secondary Sci & Math Educ, TR-34722 Istanbul, Turkey; [Akaygun, Sevil; Aslan-Tutak, Fatma] Bogazici Univ, Dept Secondary Sch Sci & Math Educ, TR-34342 Istanbul, Turkey; [Lee, Jing-Chuan] Southern Taiwan Univ Sci & Technol, Grad Inst Educ Leadership & Evaluat, 1 Nan Tai St, Tainan 710, Taiwan; [Wang, Chih-Lien; Chang, Shu-Hsuan] Natl Changhua Univ Educ, Dept Ind Educ & Technol, 1 Jinde Rd, Changhua 500, Changhua County, Taiwan; [Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64,Sec 2,ZhiNan Rd, Taipei 116, Taiwan; [Gasman, Marybeth] Univ Penn, Grad Sch Educ, Dept Higher Educ, Higher Educ, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Sch Educ, Dept Student Dev Adm, Educ, Seattle, WA 98122 USA; [Celotta, Dayius Turvold] Univ St Thomas, St Paul, MN 55105 USA; [DeCoito, Isha] Western Univ, 1137 Western Rd, London, ON N6G 1G7, Canada; [Krug, Don; Shaw, Ashley] Univ British Columbia, Dept Curriculum & Pedag, 2118-2125 Main Mall,Neville Scarfe Bldg, Vancouver, BC V6T 1Z4, Canada; [Oner, Ayse Tugba; Capraro, Robert M.] Texas A&M Univ, Coll Educ & Human Dev, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Smith, Janette] Boise State Univ, Coll Educ, IDoTeach, 1910 Univ Dr, Boise, ID 83725 USA; [Nadelson, Louis] Utah State Univ, Emma Eccles Jones Coll Educ & Human Serv, Sch Teacher Educ & Leadership, Logan, UT 84322 USA; [Farrell, Ivan; Hamed, Kastro M.] Florida Inst Technol, Dept Educ & Interdisciplinary Studies, 150 W Univ Blvd, Melbourne, FL 32901 USA; [Gesser, Veronica] Univ Vale Itajai, Rua Uruguai 458,Caixa Postal 360, BR-88302202 Itajai, SC, Brazil; [DiBello, Lilia] Barry Univ, Miami, FL USA; [Kist, Alexander; Maiti, Ananda; Maxwell, Andrew; Burtenshaw, Ryan] Univ So Queensland, Fac HES, Sch Mech & Elect Engn, Toowoomba, Qld 4350, Australia; [Orwin, Lindy] Univ So Queensland, ADFI, Toowoomba, Qld 4350, Australia; [Ting, Wu; Albion, Peter] Univ So Queensland, Sch Teacher Educ & Early Childhood, Toowoomba, Qld 4350, Australia; [Parson, Laura] Univ N Dakota, Teaching & Learning Dept, Higher Educ Concentrat, Grand Forks, ND 58201 USA; [Basawapatna, Ashok] SUNY Coll Old Westbury, Dept Math, Old Westbury, NY USA; [Basawapatna, Ashok] Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USA; [Cannady, Mac] Lawrence Hall Sci, Berkeley, CA 94720 USA; [Gotlieb, Rebecca; Immordino-Yang, Mary Helen] Univ Southern Calif, Rossier Sch Educ, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Gotlieb, Rebecca; Immordino-Yang, Mary Helen] Univ Southern Calif, Brain & Creat Inst, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Hyde, Elizabeth; Kaufman, Scott Barry] Univ Penn, Posit Psychol Ctr, 3701 Market St, Philadelphia, PA 19104 USA; [Immordino-Yang, Mary Helen] Univ Southern Calif, Dept Psychol, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Immordino-Yang, Mary Helen] Univ Southern Calif, Neurosci Grad Program, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Kaufman, Scott Barry] Imaginat Inst, Jenkintown, PA USA; [DeCoito, Isha] Univ Western, London, ON, Canada; [Steele, Astrid] Univ Nipissing, North Bay, ON, Canada; [Goodnough, Karen] Univ Mem Terre Neuve, St John, NF, Canada; [Chonkaew, Patcharee; Sukhummek, Boonnak] King Mongkuts Univ Technol Thonburi, Bangkok, Thailand; [Faikhamta, Chatree] Kasetsart Univ, Bangkok, Thailand; [Gagnier, Kristin Michod] Johns Hopkins Univ, Sci Learning Inst, 3400 N Charles St, Baltimore, MD 21218 USA; [Shipley, Thomas F.] Temple Univ, Dept Psychol, Spatial Intelligence & Learning Ctr, Philadelphia, PA 19122 USA; [Koyunlu Unlu, Zeynep] Yusuf Demir Sci & Art Ctr, Kirsehir, Turkey; [Dokme, Ilbilge] Gazi Univ, Gazi Fac Educ, Dept Sci Educ, Ankara, Turkey; [Unlu, Veli] Gazi Osman Ozturk Secondary Sch, Boztepe Kirsehir, Turkey; [August, Stephanie E.; Murphy, Don Brian; Neyer, Allison; Gueye, Penda; Thames, Robert Q.] Loyola Marymount Univ, Dept Elect Engn & Comp Sci, Los Angeles, CA 90045 USA; [Hammers, Michele L.] Loyola Marymount Univ, Dept Commun Studies, Los Angeles, CA 90045 USA; [English, Lyn D.] Queensland Univ Technol, Fac Educ, S Block,Victoria Pk Rd, Brisbane, Qld 4059, Australia; [Kelley, Todd R.] 342 Young Hall, W Lafayette, IN 47907 USA; [Knowles, J. Geoff] Purdue Univ, Ivy Tech Community Coll, 2325 Phil Ward Blvd, Crawfordsville, IN 47933 USA; [LaForce, Melanie; Noble, Elizabeth; King, Heather; Century, Jeanne; Blackwell, Courtney; Ibrahim, Ahmed; Loo, Stephanie] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA; [Holt, Sandra] Youth Guidance, 1N LaSalle Suite St, Chicago, IL 60602 USA; [Mcgee, Ebony O.; White, Devin T.; Jenkins, Akailah T.; Bentley, Lydia C.; Smith, William J.] Vanderbilt Univ, Dept Teaching & Learning, Nashville, TN 37235 USA; [Houston, Stacey] Vanderbilt Univ, Dept Sociol, Nashville, TN 37235 USA; [Robinson, William H.] Vanderbilt Univ, Dept Elect & Comp Engn, Nashville, TN 37235 USA; [Jones, Sosanya] Southern Illinois Univ, Dept Educ Adm & Higher Educ, Carbondale, IL 62901 USA; [Pogue, Tiffany D.] Albany State Univ, Coll Educ, Albany, GA 31705 USA; [Burrows, Andrea C.; Myers, Adam D.; French, Debbie A.; Schwortz, Andria C.] Univ Wyoming, 1000 E Univ Ave 3374,Dept 3905,Dept 3374, Laramie, WY 82071 USA; [DiPompeo, Michael A.; Hickox, Ryan C.] Dartmouth Coll, 6127 Wilder Lab, Hanover, NH 03755 USA; [Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA; [Eguchi, Amy] Bloomfield Coll, Div Educ, Bloomfield, NJ 07003 USA; [Kim, ChanMin; Kim, Dongho; Yuan, Jiangmei; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA; [Doshi, Prashant] Univ Georgia, Coll Arts & Sci, Athens, GA 30602 USA; [Thai, Chi N.] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Erdogan, Niyazi] Balikesir Univ, Fac Educ, Dept Elementary Educ, NEF Dinkciler Mah, TR-10100 Soma Cad, Merkez Balikesi, Turkey; [Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Ayar, Mehmet C.] Sci & Technol Res Council TURKEY TUBITAK, Sci & Soc Dept, Akay Cad 6 Bakanliklar, Ankara, Turkey; [Swan, Peter A.] Int Space Elevator Consortium, Mountain View, CA USA; [Jeong, Sophia (Sun Kyung)] Univ Georgia, Athens, GA 30602 USA; [Kim, Hyoungbum] Chungbuk Natl Univ, Cheongju Chungbuk 361763, South Korea; [Alvarez, Isabel; Gomez-Chacon, Ines Ma] Univ Complutense Madrid, E-28040 Madrid, Spain; [Ursini, Sonia] IPN, CINVESTAV, Mexico City, DF, Mexico; [Tinkle, Adam] Skidmore Coll, Saratoga Springs, NY 12866 USA; [Weis, Lois] SUNY Buffalo, Buffalo, NY 14260 USA; [Eisenhart, Margaret] Univ Colorado Boulder, Educ, Boulder, CO USA; [Cipollone, Kristin] Ball State Univ, Elementary Educ, Muncie, IN 47306 USA; [Stich, Amy E.] No Illinois Univ, De Kalb, IL 60115 USA; [Nikischer, Andrea B.] SUNY Buffalo, Adult Educ Dept Buffalo State, Buffalo, NY 14260 USA; [Hanson, Jarrod] Univ Colorado Denver, Denver, CO USA; [Leibrandt, Sarah Ohle] Western Interstate Commiss Higher Educ, Multistate Longitudinal Data Exchange, Boulder, CO USA; [Allen, Carrie D.] Univ Colorado Boulder, Sch Educ, Educ Psychol & Learning Sci, Boulder, CO USA; [Dominguez, Rachel] SUNY Buffalo, Educ Culture Policy & Soc, Buffalo, NY 14260 USA; [Mychajliw, Alexis M.; Kemp, Melissa E.; Hadly, Elizabeth A.] Stanford Univ, Stanford, CA 94305 USA; [Chung, So-Yeon] Ewha Womans Univ, Coll Educ, Dept Korean Educ, Seoul 120150, South Korea; [Connor, David J.] CUNY Hunter Coll, 695 Pk Ave, New York, NY 10065 USA; [Valle, Jan W.] CUNY City Coll, New York, NY 10031 USA; [Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Dept Chem, Chicago, IL 60647 USA; [Uttal, David] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Uttal, David] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; [Baber, Lorenzo DuBois] Univ Illinois, Dept Educ Policy Org & Leadership, Urbana, IL 61801 USA; [Thomas, Bibi; Watters, James J.] Queensland Univ Technol, Brisbane, Qld 4001, Australia; [Fuge, Mark; Carmean, Greg; Cornelius, Jessica; Elder, Ryan] Univ Maryland, Dept Mech Engn, College Pk, MD 20742 USA; [Drew, Joshua] Columbia Univ, Dept Ecol Evolut & Environm Biol, 1200 Amsterdam Ave, New York, NY 10027 USA; [Drew, Joshua] Amer Museum Nat Hist, Dept Vertebrate Zool, New York, NY 10024 USA; [Ritz, John M.] Old Dominion Univ, Norfolk, VA 23529 USA; [Fan, Szu-Chun] Natl Taiwan Normal Univ, Taipei, Taiwan; [Brown, Elizabeth R.] Univ N Florida, Dept Psychol, Jacksonville, FL 32224 USA; [Smith, Jessi L.; Allen, Jill M.] Montana State Univ, Dept Psychol, Bozeman, MT USA; [Thoman, Dustin B.; Muragishi, Gregg] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA; [Caglar, Faruk; Shekhar, Shashank; Gokhale, Aniruddha; Basu, Satabdi; Rafi, Tazrian; Kinnebrew, John; Biswas, Gautam] Vanderbilt Univ, Dept Elect Engn & Comp Sci, Nashville, TN 37235 USA; 0; [Leon, Jaime] Univ Las Palmas Gran Canaria, Dept Educ, Las Palmas Gran Canaria 35004, Spain; [Nunez, Juan L.] Univ Las Palmas Gran Canaria, Dept Psychol & Sociol, Las Palmas Gran Canaria 35004, Spain; [Liew, Jeffrey] Texas A&M Univ, Dept Educ Psychol, College Stn, TX 77843 USA; Xavier Univ, Cincinnati, OH 45207 USA; [Martinez, Dominic F.] Univ Colorado, Off Inclus & Outreach, Colorado CTSI Educ Training & Career Dev Pillar, Aurora, CO USA; [Buchwald, Dedra S.] Univ Washington, Inst Translat Hlth Sci, Partnerships Nat Hlth, Reg Res Collaborat, Seattle, WA 98195 USA; [Rubio, Doris M.] Univ Pittsburgh, Inst Clin Res Educ, Pittsburgh, PA USA; [Moss, Marc] Univ Colorado, Dept Med, Colorado CTSI Educ Training & Career Dev Pillar, Aurora, CO USA; [Fore, Grant A.; Feldhaus, Charles R.; Sorge, Brandon H.] Indiana Univ Purdue Univ, STEM Educ Res Inst, Indianapolis, IN 46202 USA; [Agarwal, Mangilal; Varahramyan, Kody] Indiana Univ Purdue Univ, Integrated Nanosyst Dev Inst, Indianapolis, IN 46202 USA; [Feldhaus, Charles R.; Sorge, Brandon H.; Agarwal, Mangilal; Varahramyan, Kody] Indiana Univ Purdue Univ, Purdue Sch Engn & Technol, Indianapolis, IN 46202 USA; [Johnson-Glenberg, Mina C.; Snow, Erica L.] Arizona State Univ, Tempe, AZ 85281 USA; [Johnson-Glenberg, Mina C.] Radboud Univ Nijmegen, Nijmegen, Netherlands; [Birchfield, David A.] SMALLab Learning LLC, Los Angeles, CA 91601 USA; [Megowan-Romanowicz, Colleen] Arizona State Univ, Sacramento, CA 95826 USA; [Megowan-Romanowicz, Colleen] Modeling Teachers Assoc, Sacramento, CA 95826 USA; [Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA; [Kant, Joanita M.; Burckhard, Suzette R.] S Dakota State Univ, Civil & Environm Engn, Brookings, SD 57007 USA; [Thunder, Wiyaka His Horse Is] S Dakota State Univ, Counseling & Human Resource Dev, Brookings, SD USA; [Meyers, Richard T.] S Dakota State Univ, Coll Arts & Sci, Tribal Liaison, Brookings, SD USA; Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chu, Yih-Hsien; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162 Heping East Rd,Sect 1, Taipei, Taiwan; [Wang, Hui-Hui] Purdue Univ, Youth Dev & Agr Educ, W Lafayette, IN 47907 USA; [Nam, Younkyeong] Sungkyunkwan Univ, Convergence Res Inst, Suwon 440746, South Korea; [Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA; [Evans, Michael A.] N Carolina State Univ, Friday Inst Educ Innovat, Dept Curriculum Instruct & Counselor Educ, Raleigh, NC 27695 USA; [Carey, Chelsea] Virginia Tech, Dept Biol Sci, Blacksburg, VA 24061 USA; [Schnittka, Christine G.] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USA; [Doll, Ronald] Drew Univ, RISE, Morristown, NJ USA; [Miller, Matthew] South Dakota State Univ, Brookings, SD USA; [Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA; [Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Stat, Kennesaw, GA USA; [Callahan, Brendan] Kennesaw State Univ, Dept Biol & Phys, Biol Educ, Kennesaw, GA USA; [Rushton, Gregory T.] Kennesaw State Univ, Chem, Kennesaw, GA USA; [Wallace, Eric W.; Perry, Justin C.] Cleveland State Univ, Dept Counseling Adm Supervis & Adult Learning, Cleveland, OH 44115 USA; [Ferguson, Robert L.; Jackson, Debbie K.] Cleveland State Univ, Cleveland, OH 44115 USA; [Campbell, Brian T.; Wilkinson, Carol A.; Shepherd, Pamela J.] Virginia Tech, Southern Piedmont AREC, Blackstone, VA 23824 USA; [Gray, Paula] King Arthur Flour, Bake Good Kids Program, Norwich, VT USA; [Wang, Jingying] Capital Normal Univ, Beijing 100048, Peoples R China; [Guo, Donghui] Beijing 15 Middle Sch, Beijing 100054, Peoples R China; [Jou, Min] Natl Taiwan Normal Univ, Taipei, Taiwan; [Top, Namik] Hitit Univ, Cevre Yolu Bulvari,Kuzey Kampusu, TR-19040 Corum, Turkey; [Sahin, Alpaslan] Harmony Publ Sch, Houston, TX USA; [Almus, Kadir] North Amer Univ, Houston, TX USA; [Levin, Douglas] Washington Coll Ctr Environm & Soc, Chestertown, MD 21620 USA; [Dickerson, Daniel] E Carolina Univ, Greenville, NC 27858 USA; Purdue Univ, W Lafayette, IN 47907 USA; [Han, Turgay] Kafkas Univ, Dept English Language & Literature, Kars, Turkey; [Miller, Beverly A. King] Univ Johannesburg, Dept Educ Curriculum & Instruct, ZA-2006 Auckland Pk, South Africa; Univ Calif San Diego, Dept Visual Arts, San Diego, CA 92103 USA; [Bouldin, Ryan M.] Bentley Univ, Sustainable Chem, Dept Nat & Appl Sci, Waltham, MA 02452 USA; [Hall, Gregory J.] Bentley Univ, Psychol, Dept Nat & Appl Sci, Waltham, MA USA; [Oches, Eric A.] Bentley Univ, Geol & Environm Sci, Waltham, MA USA; [Oches, Eric A.] Bentley Univ, Dept Nat & Appl Sci, Waltham, MA USA; [Szymanski, David W.] Bentley Univ, Geol, Dept Nat & Appl Sci, Waltham, MA USA; [Ledley, Fred D.] Bentley Univ, Ctr Integrat Sci & Ind, Waltham, MA USA; Macquarie Univ, Fac Human Sci, Sydney, NSW 2109, Australia; Michigan State Univ, E Lansing, MI 48824 USA; [Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia; [Osei-Kofi, Nana] Oregon State Univ, Sch Language Culture & Soc, Corvallis, OR 97331 USA; [Torres, Lisette E.] Iowa State Univ, Sch Educ, Ames, IA 50011 USA; [Schelly, Chelsea] Michigan Technol Univ, Dept Social Sci, Houghton, MI 49931 USA; [Anzalone, Gerald; Wijnen, Bas; Pearce, Joshua M.] Michigan Technol Univ, Dept Mat Sci & Engn, Houghton, MI 49931 USA; [Pearce, Joshua M.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA; 0; [Bossi, Emanuela] Univ Cattolica Sacro Cuore, I-20123 Milan, Italy; [Howitt, S. M.] Australian Natl Univ, Res Sch Biol, Canberra, ACT, Australia; [Wilson, A. N.] Australian Natl Univ, Res Sch Phys & Engn, Canberra, ACT, Australia; [Wilson, A. N.] Univ Oxford, Oxford Learning Inst, Oxford, England; [Bian, Zichao; Liao, Jun; Guo, Kaikai; Zheng, Guoan] Univ Connecticut, Biomed Engn, Storrs, CT 06269 USA; [Heng, Xin] Citium Advisors, Austin, TX 78746 USA; [Milton, Megan A.; Ratnasingham, Sujeevan] Univ Guelph, Biodivers Inst Ontario, Guelph, ON N1G 2W1, Canada; [Pierossi, Paola] Univ Alberta, Alberta Biodivers Monitoring Inst, Edmonton, AB, Canada; [Chapman, Sarah; Louw-Potgieter, Joha] Univ Cape Town, Sch Management Studies, Inst Monitoring & Evaluat, Sect Organisat Psychol, ZA-7925 Cape Town, South Africa; [Catala, Laure] Univ Cape Town, Dept Astron, ZA-7925 Cape Town, South Africa; [Catala, Laure] South African Astron Observ, Cape Town, South Africa; [Mauduit, Jean-Christophe; Govender, Kevin] Int Astron Union, Off Astron Dev, Cape Town, South Africa; Univ Virginia, Charlottesville, VA 22904 USA; [Wilkerson-Jerde, Michelle] Tufts Univ, Dept Educ, Medford, MA 02155 USA; [Wagh, Aditi; Wilensky, Uri] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; [Wilensky, Uri] Northwestern Univ, Dept Elect Engn & Comp Sci, Evanston, IL 60208 USA; [Wilensky, Uri] Northwestern Inst Complex Syst, Evanston, IL 60208 USA; [Basile, Vincent; Lopez, Enrique] Univ Colorado, Sch Educ, Boulder, CO 80309 USA; [Douglas, K. Anna] Purdue Univ, Inst Engn Res & Learning INSPIRE P12, W Lafayette, IN 47907 USA; [Strobel, Johannes] Texas A&M Univ, Dwight Look Coll Engn, College Stn, TX 77843 USA; [Strobel, Johannes] Texas A&M Univ, Coll Educ & Human Dev, College Stn, TX 77843 USA; [Abrahamse, Augusta; Quiroga, Carla] Univ Privada Boliviana, Cochabamba, Bolivia; [Johnson, Mathew; Medsker, Larry; Scipione, Ruth] Siena Coll, Loudonville, NY 12211 USA; [Levinson, Nanette] Amer Univ, Washington, DC 20016 USA; [Pearce, Joshua M.] Michigan Technol Univ, Houghton, MI 49931 USA; [De Meester, Jolien; Dehaene, Wim] Katholieke Univ Leuven, ESAT, Dept Elect Engn, Leuven, Belgium; [Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc, HIVA, Leuven, Belgium; [Thielemans, Jan] Secondary Sch Heilig Graf, Turnhout, Belgium; [De Cock, Mieke] Katholieke Univ Leuven, Dept Phys & Astron, Leuven, Belgium; [Langie, Greet] Katholieke Univ Leuven, Dept Mech Ind Engn, Leuven, Belgium; [Krentz, Madeline; Garneau-Tsodikova, Sylvie] Univ Kentucky, Pharmaceut Sci, Lexington, KY USA; [Stamp, Nancy; Tan-Wilson, Anna] SUNY Binghamton, Dept Biol Sci, Binghamton, NY 13902 USA; [Silva, Alexsa] SUNY Binghamton, Dept Chem, Binghamton, NY USA; [Curtis-Fisk, Jaime] Dow Chem Co USA, Midland, MI 48674 USA; [Fogel, April] Univ Southern Mississippi, Polymer Sci & Engn, Hattiesburg, MS USA; [Morgan, Sarah] Univ Southern Mississippi, Sch Polymers & High Performance Mat, Hattiesburg, MS USA; [Brownlow, James] Hattiesburg High Sch, Hattiesburg, MS USA; [Cornetta, Gianluca] Univ San Pablo, CEU, Dept Informat Engn, E-28668 Madrid, Spain; [Touhafi, Abdellah] Vrije Univ Brussel, Dept Ind Engn Sci INDI, B-1050 Brussels, Belgium; [Togou, Mohammed Amine; Muntean, Gabriel-Miro] Dublin City Univ, Performance & Engn Lab, Dublin 9, Ireland; [Shi, Ying] Syracuse Univ, Dept Publ Adm & Int Affairs, 215 Eggers Hall, Syracuse, NY 13244 USA; 0; [Staus, Nancy L.; Dierking, Lynn] Oregon State Univ, Corvallis, OR 97331 USA; [Lesseig, Kristin] Washington State Univ, Vancouver, WA USA; [Lamb, Richard] SUNY Buffalo, Buffalo, NY USA; [Falk, John] Inst Learning Innovat, Portland, OR USA; [Cadenas, German A.; Lynn, Nathalie] Lehigh Univ, Bethlehem, PA 18015 USA; [Cantu, Elizabeth Angelica; Spence, Tameka; Ruth, Alissa] Arizona State Univ, Tempe, AZ 85287 USA; [Sondergeld, Toni A.; Provinzano, Kathleen] Drexel Univ, Sch Educ, Philadelphia, PA 19104 USA; [Johnson, Carla C.] North Carolina State Univ, Coll Educ, Raleigh, NC USA; [Togou, Mohammed Amine; Muntean, Gabriel-Miro] Dublin City Univ, Performance Engn Lab, Dublin 9, Ireland; [Lorenzo, Covadonga; Cornetta, Gianluca] Univ San Pablo CEU, Campus Monteprincipe Alcorcon, Madrid 28925, Spain; [Chen, Jyun-Chen] Natl Acad Educ Res, Res Ctr Testing & Assessment, New Taipei, Taiwan; [Huang, Yun; Lin, Kuen-Yi; Chang, Yu-Shan; Lin, Hung-Chang; Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Sec 1,Heping E Rd, Taipei 106, Taiwan; [Lin, Chien-Yu] Natl Appl Res Labs, Sci & Technol Policy Res & Informat Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [McWhirter, Ellen Hawley] Univ Oregon, Counseling Psychol, Eugene, OR 97403 USA; [Cinamon, Rachel Gali] Tel Aviv Univ, Sch Educ, Dept Counseling & Special Educ, Tel Aviv, Israel; [Dickes, Amanda Catherine] Gulf Maine Res Inst, Portland, ME 04101 USA; [Farris, Amy Voss] Penn State Univ, University Pk, PA 16802 USA; [Sengupta, Pratim] Univ Calgary, Werklund Sch Educ, Calgary, AB, Canada; [Stammes, Hanna; Henze, Ineke; de Vries, Marc] Delft Univ Technol, Dept Sci Educ & Commun, Lorentzweg 1, NL-2628 CJ Delft, Netherlands; [Barendsen, Erik] Radboud Univ Nijmegen, Dept Sci Educ, Nijmegen, Netherlands; [Barendsen, Erik] Open Univ, Dept Comp Sci, Nijmegen, Netherlands; [Yoon, Jiyoon] Univ Texas Arlington, Curriculum & Instruct, 502 Yates St, Arlington, TX 76019 USA; [Kim, Kyoung Jin] Boston Univ, Early Childhood Educ, Boston, MA 02215 USA; [Koo, Katie] Texas A&M Univ, Higher Educ & Learning Technol, Commerce, TX USA; [Harlow, Ashley] Univ Calif Irvine, Sch Educ, Irvine, CA USA; [Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, Sect Cell & Dev Biol, San Diego, CA 92103 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, San Diego, CA 92103 USA; [Saichaie, Kem] Univ Calif Davis, Ctr Educ Effectiveness, Davis, CA 95616 USA; [Sato, Brian K.] Univ Calif Irvine, Dept Mol Biol & Biochem, Irvine, CA 92697 USA; [Campbell, Laurie O.; Heller, Samantha; Pulse, Lindsay] Univ Cent Florida, Dept Learning Sci & Educ Res, Orlando, FL 32816 USA; [Davenport, Carol; Dele-Ajayi, Opeyemi; Emembolu, Itoro; Morton, Richard; Padwick, Annie; Portas, Antonio; Sanderson, Jonathan; Shimwell, Joe; Stonehouse, Jane; Strachan, Rebecca; Wake, Leanne; Wells, Gary; Woodward, John] Univ Northumbria Newcastle, Fac Engn & Environm, Newcastle Upon Tyne, Tyne & Wear, England; [Rezayat, Fahimeh; Sheu, Myron] Calif State Univ Dominguez Hills, Dept Informat Syst & Operat Management, Carson, CA 90747 USA; [Pleasants, Jacob] Keene State Coll, Putnam Sci Ctr, Keene, NH 03431 USA; [Olson, Joanne K.; De La Cruz, Iliana] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower BLVD MS-2201, Long Beach, CA 90840 USA; [Roberts, Thomas] Bowling Green State Univ, Sch Teaching & Learning, 529 Educ Bldg, Bowling Green, OH 43403 USA; [Jackson, Christa; Delaney, Ashley] Univ Cent Florida, Coll Community Innovat & Educ, Sch Teacher Educ, POB 161250, Orlando, FL 32816 USA; [Bush, Sarah; Mohr-Schroeder, Margaret J.] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Soledad, Soledad Yao] Univ Kentucky, 105 TEB, Lexington, KY 40506 USA; [Lin, Kuen-Yi] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162 Heping East Rd,Sect 1, Taipei 106, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Chinese Language & Technol Ctr, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Williams, P. John] Curtin Univ, Sch Educ, Perth, WA, Australia; [Chen, Yu-Han] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Hetherington, Lindsay; Chappell, Kerry; Ruck Keene, Hermione; Wren, Heather; Hathaway, Charlotte] Univ Exeter, Grad Sch Educ, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England; [Cukurova, Mutlu] UCL, Inst Educ, London, England; [Sotiriou, Sofoklis] Ellinogermaniki Agogi, Athens, Greece; [Bogner, Franz] Univ Bayreuth, Dept Biol Educ, Bayreuth, Germany; [Hytten, Kathy] Univ North Carolina Greensboro, Greensboro, NC 27412 USA; [Stemhagen, Kurt] Virginia Commonwealth Univ, Richmond, VA 23284 USA; [Mellen, Johanna; Angervall, Petra] Univ Gothenburg, Dept Educ & Special Educ, Gothenburg, Sweden; [Angervall, Petra] Univ Boras, Dept Educ Dev & Res, Boras, Sweden; [Ardito, Gerald] Pace Univ, Sch Educ, New York, NY 10038 USA; [Czerkawski, Betuel] Univ Arizona, Educ Technol & Informat, Tucson, AZ USA; [Scollins, Lauren] Pierre Van Cortlandt Middle Sch, 3 Glen Pl, Croton On Hudson, NY 10520 USA; [Rusk, Fredrik; Ronning, Wenche] Nord Univ, Fac Educ & Arts, Bodo, Norway; [Andres Carmona-Mesa, Jaime; Cardona Zapata, Monica Eliana; Castrillon-Yepes, Alexander] Univ Antioquia, Medellin, Antioquia, Colombia; [Mnguni, Lindelani] Univ Witwatersrand, Fac Hlth Sci, Ctr Hlth Sci Educ, Johannesburg, South Africa; [Mokiwa, Hamza] Univ South Africa, Dept Sci & Technol Educ, Preller St, Pretoria, South Africa; [Baptista, Monica; Costa, Estela; Martins, Iva] Univ Lisbon, Inst Educ, Alameda Univ, P-1649013 Lisbon, Portugal; [Dhurumraj, Thasmai; Ramaila, Sam; Raban, Ferhana] Univ Johannesburg, Fac Educ, Dept Sci & Technol Educ SCITECHED, Auckland Pk Kingsway Campus, Johannesburg, South Africa; [Ashruf, Ahmed] Univ Witwatersrand, 1 Jan Smuts Ave, ZA-2000 Johannesburg, South Africa; [Makamure, Chipo] Univ South Africa UNISA, Dept Sci & Technol Educ, Pretoria, South Africa; [Tsakeni, Maria] Univ Free State, Sch Math Sci & Technol Educ, Bloemfontein, South Africa; [Sagoo, M. G.] Kings Coll London, Sch Ctr Educ, London, England; [Kolne, Kendall; Lindsay, Sally] Holland Bloorview Kids Rehabil Hosp, Bloorview Res Inst, Toronto, ON, Canada; [Lindsay, Sally] Univ Toronto, Toronto, ON, Canada; [Cannon, Kama Lee; Carr, Marsha L.] Univ North Carolina Wilmington, Dept Educ Leadership, Wilmington, NC 28403 USA; [Gencer, Ayse Savran] Pamukkale Univ, Fac Educ, Dept Sci Educ, Denizli, Turkey; [Dogan, Hilmi] Minist Natl Educ, Antalya, Turkey; [Oliynyk, Viktor V.] Natl Acad Educ Sci Ukraine Academician, Kiev, Ukraine; [Oliynyk, Viktor V.] SIHE Univ Educ Management, NAES Ukraine, Kiev, Ukraine; [Samoylenko, Oleksandr M.] Natl Univ Life & Environm Sci Ukraine, Dept Informat Syst & Technol, Kiev, Ukraine; [Batsurovska, Ilona, V] Mykolayiv Natl Agr Univ, Dept Elect Power Engn Elect Engn & Elect Mech, Mykolaiv, Ukraine; [Dotsenko, Nataliia A.] Mykolayiv Natl Agr Univ, Dept Gen Tech Disciplines, Mykolaiv, Ukraine; [Evripidou, Salomi; Georgiou, Kyriakoula; Zinonos, Zinon; Chatzichristofis, Savvas A.] Neapolis Univ Pafos, Dept Comp Sci, Intelligent Syst Lab, CY-8042 Paphos, Cyprus; [Doitsidis, Lefteris] Tech Univ Crete, Sch Prod Engn & Management, Khania 73100, Greece; [Amanatiadis, Angelos A.] Democritus Univ Thrace, Dept Prod & Management Engn, Xanthi 67100, Greece; [Sarmiento, Celina P.; Morales, Marie Paz E.; Elipane, Levi E.; Palomar, Brando C.] Philippine Normal Univ, Manila, Philippines; [Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Maksimovic, Jelena Z.; Osmanovic, Jelena S.; Mamutovic, Anastasija S.] Univ Nis, Dept Pedag, Cirila & Metodija 2, Nish 18000, Serbia; [Cedere, Dagnija; Birzina, Rita] Univ Latvia, Jelgavas Str 1, LV-1004 Riga, Latvia; [Pigozne, Tamara] Univ Latvia, Imantas linija 7-1, LV-1083 Riga, Latvia; [Vasilevskaya, Elena] Belarusian State Univ, Nezavisimosti Ave 4, Minsk 220030, BELARUS; [Hata, Nur Fatahiyah Mohamed; Mahmud, Siti Nur Diyana] Univ Kebangsaan Malaysia, Fak Pendidikan, Ukm Bangi 43600, Selangor, Malaysia; [Levanova, Elena A.; Seryakova, Svetlana B.; Pushkareva, Tatyana, V] Moscow Pedag State Univ, Dept Social Pedag & Psychol, Fac Pedag & Psychol, Moscow, Russia; [Galustyan, Olga, V; Yezhov, Alexey, V] Southern Fed Univ, Dept Educ & Pedag Sci, Rostov Na Donu, Russia; [Serykh, Anna B.] Immanuel Kant Baltic Fed Univ, Inst Educ, Kaliningrad, Russia; [Rehmat, Abeera P.] Indiana Univ, Ctr Res Learning & Technol, Bloomington, IN 47405 USA; [Hartley, Kendall] Univ Nevada, Dept Teaching & Learning, Educ Technol, Las Vegas, NV 89154 USA; [Thompson, Meredith; Wang, Annie; Bilgin, Cigdem Uz; Anteneh, Melat; Roy, Dan; Tan, Philip; Eberhart, Rik; Klopfer, Eric] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Pellas, Nikolaos] Univ Western Macedonia, Kastoria, Greece; [Mystakidis, Stylianos] Univ Patras, Patras, Greece; [Ceylan, Remziye; Malcok, Beyza Akcay] Yildiz Tech Univ, Dept Basic Educ, Fac Educ, Davutpasa Kampusu,A-308, Istanbul, Turkey; [Ozkul, Hicran] Kutahya Dumlupinar Univ, Grad Sch Educ Sci, Dept Elementary Educ, Kutahya, Turkey; [Ozden, Muhammet] Kutahya Dumlupinar Univ, Fac Educ, Dept Elementary Educ, Kutahya, Turkey; [Shakirova, Nurzhanat] Abai Kazakh Natl Pedag Univ, Dept Geog Ecol & Tourism, Alma Ata, Kazakhstan; [Al Said, Nidal] Ajman Univ, Coll Mass Commun, Ajman, U Arab Emirates; [Konyushenko, Svetlana] Immanuel Kant Baltic Fed Univ, Kaliningrad, Russia; [Kersanszki, Tamas] Obuda Univ, Budapest, Hungary; [Nadai, Laszlo] Obuda Univ, Fac Elect Engn, Budapest, Hungary; [Nadai, Laszlo] Obuda Univ, Strateg Dev, Budapest, Hungary; [Simonics, Istvan] Obuda Univ, Kalman Kando Fac Elect Engn, Agoston Trefort Ctr Engn Educ, Budapest, Hungary; [Hetzl, Andrea] Bethlen Gabor Secondary Grammar Sch, Budapest, Hungary; [Aydogdu, Bulent] Afyon Kocatepe Univ, Fac Educ, Dept Math & Sci Educ, Afyon, Turkey; [Kasapoglu, Koray] Afyon Kocatepe Univ, Fac Educ, Dept Educ Sci, Afyon, Turkey; [Duban, Nil] Afyon Kocatepe Univ, Fac Educ, Dept Primary Educ, Afyon, Turkey; [Ay, Tugba Selanik] Afyon Kocatepe Univ, Fac Educ, Dept Turkish & Social Sci Educ, Afyon, Turkey; [Ozdinc, Fatih] Afyon Kocatepe Univ, Fac Educ, Dept Comp Educ & Instruct Technol, Afyon, Turkey; [Perez Maldonado, Yara; De La Cruz Burelo, Eduard] Natl Polytech Inst, Program Sci Technol & Soc, Ctr Res & Adv Studies, Mexico City, DF, Mexico; [De La Cruz Burelo, Eduard] Natl Polytech Inst, Dept Phys, Ctr Res & Adv Studies, Mexico City, DF, Mexico; [Vicario Solorzano, Claudia Marina] Natl Polytech Inst, Sect Postgrad Studies & Res, Interdisciplinary Profess Unit Engn & Social & Ad, Mexico City, DF, Mexico; [Zarei, Ataollah; Ahmadi, Arash] Univ Windsor, Dept Elect & Comp Engn, Windsor, ON, Canada; [Mohd-Yusof, Khairiyah] Univ Teknol Malaysia, Ctr Engn Educ, Skudai, Johor, Malaysia; [Kolivand, Hoshang; Al-Hamar, Yousef] Liverpool John Moores Univ, Dept Comp Sci, Liverpool, Merseyside, England; [Kutnick, Peter] Kings Coll London, Sch Educ Commun & Soc, Waterloo Rd, London SE1 9NH, England; [Lee, Betty Pok-Yee] Univ Hong Kong, Fac Educ, Meng Wah Complex,Pokfulam Rd, Hong Kong, Peoples R China; [Chan, Rosanna Yuen-Yan] Chinese Univ Hong Kong, Dept Informat Engn, Shatin NT, Ho Sin Hang Engn Bldg, Hong Kong, Peoples R China; [Chan, Cecilia Ka Yuk] Univ Hong Kong, Cent Podium, Ctr Enhancement Teaching & Learning, Pokfulam Rd, Hong Kong, Peoples R China; [Franck, Karen L.] Univ Tennessee, Dept Family & Consumer Sci, Knoxville, TN 37996 USA; [Donaldson, Joseph L.] North Carolina State Univ, Dept Agr & Human Sci, Raleigh, NC 27695 USA; [Shmeleva, Evgeniia] Natl Res Univ Higher Sch Econ, Inst Educ, Ctr Sociol Higher Educ, Moscow, Russia; [Froumin, Isak] Natl Res Univ Higher Sch Econ, Inst Educ, 20 Myasnitskaya Str, Moscow 101000, Russia; [Ozdemir, Huseyin] Mehmet Halit Baki Anadolu Lisesi, Bursa, Turkey; [Aciksoz, Arif] Minist Natl Educ, TR-42060 Konya, Turkey; [Ozkan, Yakup] Minist Natl Educ, TR-06620 Ankara, Turkey; [Dokme, Ilbilge] Gazi Univ, Fac Educ, Dept Sci Educ, Ankara, Turkey; [Vaitekaitis, Jogaila] Vilnius Univ, Fac Philosophy, Dept Educ Sci, 9-1 Univ, LT-01513 Vilnius, Lithuania; [Califf, Christopher B.] Western Washington Univ, Coll Business & Econ, Bellingham, WA 98225 USA; [Gutierrez-Carreon, Gustavo; Pena-Gomar, Mary-Carmen] Univ Michoacana, Morelia, Michoacan, Mexico; [Daradoumis, Thanasis; Jorba, Josep] Open Univ Catalonia, Barcelona, Spain; [Hu, Hang; Li, Yaxin; Yang, Yang; Su, Yifei; Du, Shuang] Southwest Univ, Fac Educ, Chongqing, Peoples R China; [Du, Shuang] Sichuan Int Studies Univ, Educ Technol Ctr, Zhuangzhi Rd, Chongqing, PR, Peoples R China; [Nong, Liqiao; Liu, Geping] Southwest Univ, Ctr Studies Educ & Psychol Ethn Minor, 2 Tiansheng Rd, Chongqing 400715, Peoples R China; [Zhang, Lanlan] Southwest Univ, Fac Educ, 2 Tiansheng Rd, Chongqing 400715, Peoples R China; [Clark, Renee M.; Bedewy, Mostafa; Gomez, Andres; Luangkesorn, Louis] Univ Pittsburgh, Swanson Sch Engn, Ind Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Clark, Renee M.] Univ Pittsburgh, Swanson Sch Engn, Engn Educ Res Ctr EERC, Assessment, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Dickerson, Samuel] Univ Pittsburgh, Swanson Sch Engn, Comp Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Chen, Kevin P.; Dallal, Ahmed; Hu, Jingtong; Kerestes, Robert] Univ Pittsburgh, Swanson Sch Engn, Elect & Comp Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Kerestes, Robert] Univ Pittsburgh, Swanson Sch Engn, Elect Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Liu, Zi-Yu] GuangXi Normal Univ, Sch Foreign Language, Guilin, Peoples R China; [Chubarkova, Elena] Russian State Vocat Pedag Univ, Inst Informat Syst, Ekaterinburg, Russia; [Kharakhordina, Marina] Russian State Vocat Pedag Univ, Ekaterinburg, Russia; [Naidoo, Jayaluxmi] Univ KwaZulu Natal, Postgrad Certificate Educ PGCE Math & Comp Sci Ed, Main Tutorial Bldg,Room CU 118,Edgewood Campus, Durban, South Africa; [Singh-Pillay, Asheena] Univ KwaZulu Natal, Educ BEd Programmes Sci & Technol Educ, Main Tutorial Bldg,Room A147,Edgewood Campus, Durban, South Africa; [Aydin, Ganime] Canakkale 18 Mart Univ Lapseki Meslek Yuksekokulu, Canakkale, Turkey; [Sabirova, Fairuza] Kazan Fed Univ, Yelabuga, Russia; [Vinogradova, Marina] Russian State Social Univ, Res Inst, Moscow, Russia; [Isaeva, Anastasia] Tula State Univ, Dept Foreign Languages, Tula, Russia; [Litvinova, Tatiana] Sechenov First Moscow State Med Univ, Moscow, Russia; [Kudinov, Sergey] RUDN Univ, Dept Social & Differential Psychol, Moscow, Russia; [Norm Lien, Yu-Cheng; Wu, Wen-Jong] Natl Taiwan Univ, Dept Engn Sci & Ocean Engn, Taipei 10617, Taiwan; [Lu, Yu-Ling] Natl Taipei Univ Educ, Dept Sci Educ, Taipei 10671, Taiwan; [Brown, Mark] Colorado State Univ, Clin Sci, Ft Collins, CO 80523 USA; [Brown, Mark] Colorado State Univ, Student Engagement Programs, Ft Collins, CO 80523 USA; [Hitt, Matthew P.] Colorado State Univ, Polit Sci, Ft Collins, CO 80523 USA; [Hitt, Matthew P.; Stephens, Alyssa] Colorado State Univ, Inst Res Social Sci, Ft Collins, CO 80523 USA; [Dickmann, Ellyn M.] Colorado State Univ, Ft Collins, CO 80523 USA; [Bevz, Valentyna] Natl Pedag Dragomanov Univ, Kiev, Ukraine; [Dmytriienko, Oksana] Poltava VG Korolenko Natl Pedag Univ, Poltava, Ukraine; [Nguyen Hoai Nam] Hanoi Natl Univ Educ, Philosophy & Methodol Technol Educ, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Hoai Nam; Le Xuan Quang] Hanoi Natl Univ Educ, Fac Technol Educ, 136 Xuanthuy, Hanoi, Vietnam; [Le Xuan Quang] Hanoi Natl Univ Educ, Univ Educ Publishing House, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Philosophy & Methodol Biol Educ, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Van Bien] Fac Phys, Philosophy & Methodol Phys Educ, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Thi Thu Trang] Ho Chi Minh City Univ Educ, STEM Educ Ctr, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam; [Nguyen Thi Thu Trang; Thai Hoai Minh] Ho Chi Minh City Univ Educ, Fac Chem, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam; [Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam; [Hsu, Shihkuan; Sung, Chia-Chi; Sheen, Horn-Jiunn] Natl Taiwan Univ, Taipei, Taiwan; [Nurkovic, Rahman] Univ Sarajevo, Zmaja Bosne 33-35, Sarajevo 71000, Bosnia & Herceg; [Reyna, Jorge] Royal Australia & New Zealand Coll Ophthalmologis, Surry Hills, NSW 2010, Australia; [Meier, Peter] Univ Technol Sydney, Fac Sci, Students & Serv, Ultimo, NSW 2007, Australia; [Marder, Michael] Univ Texas Austin, UTeach, Austin, TX 78712 USA; [David, Bernard] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA; [Hamrock, Caitlin] E3 Alliance, Res, Austin, TX USA; [Tripon, Cristina] Univ Bucharest, Dept Social Sci, Res Inst, Bucharest, Romania; [Gabureanu, Simona] Univ Politehn Bucuresti, Dept Teaching Career Teacher Training, Bucharest, Romania; [Gabureanu, Simona] Univ Politehn Bucuresti, Social Sci Dept, Bucharest, Romania; [Grimmon, A. S.; Cramer, J.; Yazilitas, D.; Smeets, I.; De Bruyckere, P.] Leiden Univ, IBL Sylviusweg 72, NL-2333 BE Leiden, Netherlands; [Pinger, Cody W.; Geiger, Morgan K.; Spence, Dana M.] Michigan State Univ, Inst Quantitat Hlth Sci & Engn, E Lansing, MI 48824 USA; [Spence, Dana M.] Michigan State Univ, Dept Biomed Engn, E Lansing, MI 48824 USA; [Geiger, Morgan K.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [John, Jennifer E.; Nelson, Paul A.; Klenczar, Brittany; Robnett, Rachael D.] Univ Nevada, Dept Psychol, 4505 S Maryland Pkwy, Las Vegas, NV 89154 USA; [Barnes, Jaclyn; Vasey, Eric] Michigan Tech, Houghton, MI USA; [FakhrHosseini, S. Maryam] MIT, AgeLab, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Park, Chung Hyuk] George Washington Univ, Biomed Engn, Washington, DC USA; [Jeon, Myounghoon] Virginia Tech, Ind & Syst Engn & Comp Sci, Blacksburg, VA 24061 USA; [Osadchyi, Viacheslav V.] Bogdan Khmelnitsky Melitopol State Pedag Univ, Dept Comp Sci & Cybernet, Melitopol, Ukraine; [Valko, Nataliya V.; Kushnir, Nataliya O.] Kherson State Univ, Chair Informat Software Engn & Econ Cybernet, Kherson, Ukraine; [Daher, Wajeeh] An Najah Natl Univ, Educ, Nablus, Palestine; [Daher, Wajeeh] Al Qasemi Acad Coll Educ, MTeach Program, Baka, Israel; [Shahbari, Juhaina Awawdeh] Al Qasemi Acad Coll Educ, MEd Program Math Educ, Baka, Israel; [Shahbari, Juhaina Awawdeh] Sakhnin Coll Educ, Sakhnin, Israel; [Stella, Massimo] Complex Sci Consulting, Via Amilcare Foscarini 2, I-73100 Lecce, Italy; [Gencer, Ayse Savran] Pamukkale Univ, Fac Educ, Denizli, Turkey; [Dogan, Hilmi] Minist Natl Educ, Yenikoy Middle Sch, Antalya, Turkey; [Bilen, Kadir] Alanya Alaaddin Keykubat Univ, Fac Educ, Antalya, Turkey; [Anisimova, Tatyana, I; Sabirova, Fairuza M.; Shatunova, Olga, V] Kazan Fed Univ, Elabuga Inst, Yelabuga, Russia; [Keller, Lisa; John, Isabel] Univ Appl Sci Wurzburg Schweinfurt, Wurzburg, Germany; [Lalos, Aris S.; Kalogeras, Athanasios] ISI, Athena Res Ctr, Athens, Greece; [Kiourt, Chairi] ILSP, Athena Res Ctr, Athens, Greece; [Kalles, Dimitrios] Hellen Open Univ, Patras, Greece; [Park, Do-Yong] Illinois State Univ, Coll Educ, Normal, IL 61790 USA; [Bae, Dae Hwan] Royal Univ Phnom Penh, Dept Telecommun & Elect Engn, Fac Engn, Russian Federat Blvd, Toul Kork, Phnom Penh, Cambodia; [Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China; [Li, Li; Cai, Rui Heng; Wang, Shan] Beijing Normal Univ, Fac Educ, Sch Educ Technol, Beijing 100875, Peoples R China; [Thomson, Margareta M.] North Carolina State Univ, Coll Educ, Educ Psychol Teacher Educ & Learning Sci Dept, Raleigh, NC 27695 USA; [Walkowiak, Temple A.] North Carolina State Univ, Coll Educ, Math Educ Teacher Educ & Learning Sci Dept, Raleigh, NC 27695 USA; [Whitehead, Ashley N.] Appalachian State Univ, Reich Coll Educ, Boone, NC 28608 USA; [Huggins, Erin] North Carolina State Univ, Friday Inst, Raleigh, NC 27695 USA; [Zheng, Juan] McGill Univ, Dept Educ Counselling & Psychol, Montreal, PQ H3A 1Y9, Canada; [Xing, Wanli] Univ Florida, Sch Teaching & Learning, Gainesville, FL 32601 USA; [Zhu, Gaoxia; Zhao, Henglv] Univ Toronto, Ontario Inst Studies Educ, 100 Coll St, Toronto, ON M5S 1V6, Canada; [Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA; [Zheng, Juan; Xing, Wanli; Zhu, Gaoxia; Chen, Guanhua; Zhao, Henglv; Xie, Charles] Learning Genome Collaborat, Natick, MA USA; [Chong, Isis] Purdue Univ, W Lafayette, IN 47907 USA; [Proctor, Robert W.] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA; [Quigley, Cassie F.; Shekell, Calli] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15260 USA; [Herro, Dani] Clemson Univ, Coll Educ, Clemson, SC USA; [Cian, Heidi] Florida Int Univ, Miami, FL 33199 USA; [Jacques, Lori] Louisana Tech Univ, Ruston, LA USA; [Song, Miran] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Siegel, Debbie; Giamellaro, Michael] Inst Learning Innovat, 9450 SW Gemini Dr 79315, Beaverton, OR 97008 USA; [Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA; [Schoenfeld, Alan H.] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Huffman, Tanner J.] Coll New Jersey, Integrat STEM Educ, Ewing, NJ 08618 USA; [Mentzer, Nathan] Purdue Univ, Technol Leadership & Innovat & Curriculum & Instr, W Lafayette, IN 47907 USA; [Li, Sen; Chu, JiaRu; Li, Baoqing] Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, 96 Jinzhai Rd, Hefei 230027, Anhui, Peoples R China; [Li, Sen; Chang, Yu; Pan, Tingrui] Chinese Acad Sci, Shenzhen Inst Adv Technol, 1068 Xueyuan Ave, Shenzhen 518055, Guangdong, Peoples R China; [Pan, Tingrui] Univ Calif Davis, Dept Biomed Engn, Micronano Innovat MINI Lab, One Shields Ave, Davis, CA 95616 USA; [Alabi, Micheal Omotayo] North West Univ, Fac Engn Dev & Management Engn, Potchefstroom, South Africa; [de Beer, Deon Johan] Cent Univ Technol, Dept Innovat & Commercializat Addit Mfg, Bloemfontein, South Africa; [Wichers, Harry; Kloppers, Cornelius P.] North West Univ, Fac Engn, Sch Mech Engn, Potchefstroom Campus, Potchefstroom, South Africa; [Wu, Yonghe; Guo, Shouchao; Zhu, Lijuan] East China Normal Univ, Fac Educ, Dept Educ Informat Technol, Shanghai, Peoples R China; [Zhu, Lijuan] Shanghai JianQiao Univ, Coll Informat Technol, Shanghai, Peoples R China; [Lee, Irene] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Grover, Shuchi] Stanford Univ, Looking Glass Ventures, Stanford, CA 94305 USA; [Martin, Fred] Univ Massachusetts, Lowell, MA USA; [Pillai, Sarita; Malyn-Smith, Joyce] Educ Dev Ctr, Waltham, MA USA; [Henderson, J. Bryan] Arizona State Univ, Tempe, AZ 85287 USA; [Shah, Niral] Univ Washington, Seattle, WA 98195 USA; [Shooter, Amelia; Cooper, Sarah L.] Birmingham City Univ, Sch Law, Birmingham, W Midlands, England; [York, Sarah; Orgill, MaryKay] Univ Nevada, Dept Chem & Biochem, Las Vegas, NV 89154 USA; [Lavi, Rea; Dori, Yehudit Judy] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Dori, Yehudit Judy] Samuel Neaman Inst Natl Policy Res, IL-3200003 Haifa, Israel; [Fowler, Whitney C.; Ting, Jeffrey M.; Meng, Siqi; Li, Lu; Tirrell, Matthew, V] Univ Chicago, Pritzker Sch Mol Engn, Chicago, IL 60637 USA; [Ting, Jeffrey M.; Tirrell, Matthew, V] Argonne Natl Lab, Lemont, IL 60439 USA; [Lillywhite, Aspen; Wolbring, Gregor] Univ Calgary, Cumming Sch Med, Dept Community Hlth Sci, Community Rehabil & Disabil Studies, Calgary, AB T2N 4N1, Canada; [Boy, Guy A.] Paris Saclay Univ, Cent Supelec, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, France; [Boy, Guy A.] ESTIA Inst Technol, Res Dept, Bidart, France; [Boy, Guy A.] Air & Space Acad, Sect 3 Human Presence & Act Air & Space, Toulouse, France; [Kwak, Sojung] Kimpo Univ, Dept Game Contents, Gimpo, Gyeonggi Do, South Korea; [Kwon, Jieun] Sangmyung Univ, Dept Human Ctr Artificial Intelligence, Seoul, South Korea; [Broder, E. Dale; Ghalambor, Cameron K.; Angeloni, Lisa M.] Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA; [Broder, E. Dale] St Ambrose Univ, Biol Dept, Davenport, IA 52803 USA; [Guilbert, Katie E.] Bella Romero Acad Appl Technol, Greeley, CO 80631 USA; [Tinghitella, Robin M.; Murphy, Shannon M.] Univ Denver, Dept Biol Sci, Denver, CO 80208 USA; [Reinholz, Daniel L.] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Matz, Rebecca L.] Michigan State Univ, Hub Innovat Learning & Technol, E Lansing, MI 48824 USA; [Cole, Renee] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Apkarian, Naneh] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA; [Peters-Burton, Erin E.] George Mason Univ, Ctr Social Equ Sci Educ, 1401 Thompson Hall,4400 Univ Dr,MSN 6D2, Fairfax, VA 22030 USA; [House, Ann; Remold, Julie] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Peters, Vanessa] Digital Promise, San Mateo, CA USA; [Siverling, Emilie A.] Minnesota State Univ, Dept Integrated Engn, 1001 Chestnut St West, Virginia, MN 55792 USA; [Suazo-Flores, Elizabeth] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Mathis, Corey A.] Calif State Univ, Dept Teacher Educ, Bakersfield, CA USA; [Moore, Tamara J.] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [D'Agostino, A.; Longobardi, S.] Univ Napoli Parthenope, Dept Management & Quantitat Studies, Via Gen Parisi 13, I-80133 Naples, Italy; [Ghellini, G.] Siena Univ, Dept Econ & Stat, Pzza San Francesco 8, I-53100 Siena, Italy; [Howard, Melinda] Univ Idaho, Coeur Dalene, ID 83814 USA; [Kern, Anne] Univ Idaho, Curriculum Instruct, Sci Educ, Coeur Dalene, ID USA; [Howard, Melinda A.; Kern, Anne L.] Univ Idaho, Sci Educ, 1031 N Acad Way, Coeur Dalene, ID 83814 USA; [Hawkins, Ian] Univ Michigan, Dept Commun Studies, 105 S State St, Ann Arbor, MI 48109 USA; [Ratan, Rabindra; Fordham, Joseph] Michigan State Univ, Dept Media & Informat, E Lansing, MI 48824 USA; [Blair, Denice] Michigan State Univ, MSU Museum, E Lansing, MI 48824 USA; [Emery, Nathan; Ebert-May, Diane] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA; [Maher, Jessica Middlemis] Univ Wisconsin, Delta Program Res Teaching & Learning, Madison, WI 53706 USA; [Jackson, Elizabeth M.] Eastern New Mexico Univ, Portales, NM USA; [Hanline, Mary Frances] Florida State Univ, Tallahassee, FL 32306 USA; [Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA; [Saw, Guan] Univ Texas San Antonio, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA; [Patkin, Dorit; Barkai, Ruthi] Kibbutzim Coll Educ Technol & Arts, Fac Sci, 149 Namir Rd, IL-6250769 Tel Aviv, Israel; [Shriki, Atara] Oranim Acad Coll Educ, IL-36006 Tivon, Israel; [Moreira, Rosana G.] Texas A&M Univ, Dept Biol & Agr Engn, 310 Scoates Hall, College Stn, TX 77843 USA; [Butler-Purry, Karen; Walton, Shannon; Juranek, Isah, V] Texas A&M Univ, Off Grad & Profess Studies, 112 Jack K Williams Adm Bldg, College Stn, TX 77843 USA; [Carter-Sowell, Adrienne] Texas A&M Univ, Dept Psychol & Brain Sci, 271 Psychol Bldg, College Stn, TX 77843 USA; [Challoo, Linda] Texas A&M Univ Kingsville, Off Res & Grad Studies, 955 N Univ Blvd, Kingsville, TX 78363 USA; [Regisford, Gloria] Prairie View A&M Univ, Dept Biol, 430G EE OBan Bldg, Prairie View, TX 77446 USA; [Coffin, Richard] Texas A&M Univ Corpus Christi, Dept Phys & Environm Sci, 6300 Ocean Dr, Corpus Christi, TX 78412 USA; [Spaulding, Angela] West Texas A&M Univ, Grad Sch, Killgore Res Ctr, Room 104A,25th St, Canyon, TX 79015 USA; [Ergun, Aysegul; Kiyici, Gulbin] Manisa Celal Bayar Univ, Educ Fac, Manisa, Turkey; [Leshner, Alan I.] Amer Assoc Advancement Sci, Washington, DC 20005 USA; [Scherer, Layne] Natl Acad Sci Engn & Med, Board Higher Educ & Workforce, Washington, DC 20001 USA; [MacDonald, Amy; Huser, Carmen] Charles Sturt Univ, Sch Educ, POB 789, Albury, NSW 2640, Australia; [Sikder, Shukla] Charles Sturt Univ, Sch Teacher Educ, Bathurst, NSW, Australia; [Danaia, Lena] Charles Sturt Univ, Fac Arts & Educ, Bathurst, NSW, Australia; [Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, Sci Educ, Stockholm, Sweden; [Hansson, Lena] Kristianstad Univ, Dept Math & Sci Educ, Kristianstad, Sweden; [Winberg, Christine; Wolff, Karin] Cape Peninsula Univ Technol, Profess Educ Res Inst, POB 1906, ZA-7535 Bellville, South Africa; [Adendorff, Hanelie] Stellenbosch Univ, Fac Sci, Stellenbosch, South Africa; [Bozalek, Vivienne] Univ Western Cape, Teaching & Learning Directorate, Cape Town, South Africa; [Conana, Honjiswa] Univ Western Cape, Fac Sci, Cape Town, South Africa; [Pallitt, Nicola] Univ Cape Town, Ctr Higher Educ Dev, Cape Town, South Africa; [Olsson, Thomas] Lund Univ, Engn Fac, Lund, Sweden; [Roxa, Torgny] Lund Univ, Acad Dev Unit, Lund, Sweden; [Guyotte, Kelly W.] Univ Alabama, Dept Educ Studies, Tuscaloosa, AL USA; [MacDonald, Abbey] Univ Tasmania, Coll Arts Law & Educ, Fac Arts, Newnham Campus,Locked Bag 1362, Launceston, Tas 7250, Australia; [Wise, Kit] Royal Melbourne Inst Technol Design & Social Cont, Sch Art, GPO Box 2476, Melbourne, Vic 3001, Australia; [Tregloan, Kate] Univ Melbourne, Fac Architecture Bldg & Planning, Melbourne, Vic 3010, Australia; [Fountain, Wendy; Holmstrom, Neil] Univ Tasmania, Sch Creat Arts & Media, Coll Arts Law & Educ, Private Bag 132, Hobart, Tas 7001, Australia; [Wallis, Louise] Univ Tasmania, Sch Architecture, Coll Sci & Engn, Locked Bag 1323, Launceston, Tas 7250, Australia; [Mildenhall, Paula; Sherriff, B.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia; [Cowie, B.] Univ Waikato, Fac Educ, Hamilton, New Zealand; [Cunningham, Christine M.; Kelly, Gregory J.] Penn State Univ, Curriculum & Instruct, Coll Educ, State Coll, PA 16802 USA; [Lachapelle, Cathy P.; Brennan, Robert T.] Brandeis Univ, Sch Social Work, Boston Coll, Womens Study Res Ctr, Waltham, MA USA; [Tunis, Chris San Antonio; Gentry, Christine A.] Museum Sci, Boston, MA USA; [Munsell, Jason B.] Univ South Carolina Aiken, Commun Dept, 471 Univ Pkwy, Aiken, SC 29801 USA; [Echeverria, Leovy] Univ Pontificia Bolivariana Secc Monteria, Fac Ingn Elect, Monteria 230001, Colombia; [Cobos, Ruth] Univ Autonoma Madrid, Dept Comp Sci, E-28049 Madrid, Spain; [Morales, Mario] Univ Cordoba, Dept Matemat & Estadist, Monteria 230001, Colombia; [Jeong, Heisawn] Hallym Univ, Chunchon, South Korea; [Hmelo-Silver, Cindy E.] Indiana Univ, Bloomington, IN USA; [Jo, Kihyun] Korea Univ, Seoul, South Korea; [Miller, Jodie] Univ Queensland, Brisbane, Qld, Australia; [Geiger, Vince] Australian Catholic Univ, Inst Learning Sci & Teacher Educ, Brisbane CBD, Level 4,229 Elizabeth St, Brisbane, Qld 4000, Australia; [Bergsten, Christer; Frejd, Peter] Linkoping Univ, Linkoping, Sweden; [Beswick, Kim] Univ New South Wales, Sydney, NSW, Australia; [Fraser, Sharon] Univ Tasmania, Launceston, Tas, Australia; [Arleback, Jonas Bergman] Linkoping Univ, Dept Math, Linkoping, Sweden; [Albarracin, Lluis] Univ Autonoma Barcelona, Cerdanyola Del Valles, Spain; [Nicol, Cynthia; Yaro, Kwesi; Chen, Arthur; Amoah, Emmanuel] Univ British Columbia, Fac Educ, 2125 Main Mall, Vancouver, BC V6T 1Z4, Canada; [Bragg, Leicha A.] Deakin Univ, Melbourne Campus,221 Burwood Highway, Burwood, Vic 3125, Australia; [Radzimski, Vanessa] Univ Fraser Valley, Dept Math & Stat, Bldg G,1st Floor,Room G161, Abbotsford, BC V2S 7M8, Canada; [Onsee, Peeradon; Nuangchalerm, Prasart] Mahasarakham Univ, Dept Curriculum & Instruct, Fac Educ, Maha Sarakham, Thailand; [Levis, Megan; Juan, Jonathan; Kavanagh, Anthony; Zartman, Jeremiah J.] Univ Notre Dame, Dept Chem & Biomol Engn, Notre Dame, IN 46556 USA; [Levis, Megan; Zartman, Jeremiah J.] Univ Notre Dame, Bioengn Grad Program, Notre Dame, IN 46556 USA; [Ontiveros, Fernando] St John Fisher Coll, Biol Dept, Rochester, NY 14618 USA; [Al-Qumeizi, Hamad bin Abdullah] Prince Sattam Bin Abdulaziz Univ, Curriculum & Teaching Methods, Al Kharj, Saudi Arabia; [Gudel, Karin] Univ Appl Sci, Dept Teacher Educ, Secondary 1 Level,Clarastr 57, CH-4058 Basel, Switzerland; [Heitzmann, Anni] Univ Appl Sci, Dept Teacher Educ, Niederriedweg 110, CH-3019 Bern, Switzerland; [Mueller, Andreas] Univ Geneva, Fac Sci, Phys Dept, Pavillon Uni Mail IUFE,Blvd Pont Arve 40, CH-1211 Geneva, Switzerland; [Mueller, Andreas] Univ Geneva, Inst Teacher Educ, Pavillon Uni Mail IUFE,Blvd Pont Arve 40, CH-1211 Geneva, Switzerland; [Hecht, Cameron A.; Harackiewicz, Judith M.; Priniski, Stacy J.; Hyde, Janet S.] Univ Wisconsin, Dept Psychol, 1202 West Johnson St, Madison, WI 53706 USA; [Canning, Elizabeth] Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA; [Tibbetts, Yoi] Univ Virginia, Curry Sch Educ & Human Dev, Charlottesville, VA 22903 USA; [MacIsaac, Dan] SUNY Buffalo State Coll, Dept Phys, Buffalo, NY 14222 USA; [Morales-Doyle, Daniel; Childress Price, Tiffany; Chappell, Mindy J.] Univ Illinois, Dept Curriculum & Instruct, Chicago, IL USA; [Citta, Giuseppe; Gentile, Manuel; Allegra, Mario; Arrigo, Marco; Ottaviano, Simona; Reale, Francesco] Natl Res Council Italy, Inst Educ Technol, Palermo, Italy; [Conti, Daniela; Sciortino, Marinella] Univ Palermo, Dept Math & Comp Sci, Palermo, Italy; [Maass, Katja] Univ Educ Freiburg, Int Ctr STEM Educ, Freiburg, Germany; [Geiger, Vince] Australian Catholic Univ, Brisbane, Qld, Australia; [Romero Ariza, Marta] Univ Jaen, Jaen, Spain; [Goos, Merrilyn] Univ Limerick, Limerick, Ireland; [Ortmann, Lisa L.] Univ North Dakota, Dept Teaching Learning & Prof Practice, Grand Forks, ND 58202 USA; [Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, St Paul, MN 55108 USA; [Flaherty, Elizabeth A.; Day, Casey C.; D'acunto, Laura E.; Zollner, Patrick A.] Purdue Univ, Dept Forestry & Nat Resources, 195 Marsteller St, W Lafayette, IN 47907 USA; [Urbanek, Rachael E.] Univ North Carolina Wilmington, Dept Environm Sci, 601 South Coll Rd, Wilmington, NC 28403 USA; [Wood, D. Arren M.] West Virginia Univ, Sch Nat Resources, POB 6125, Morgantown, WV 26506 USA; [Quinn, V. Anessa S.] Purdue Univ Northwest, Dept Biol Sci, 1401 S US 421, Westville, IN 46391 USA; [Wood, D. Arren M.] Washington State Community Coll, 710 Colgate Ave, Marietta, OH 45750 USA; [Stella, Massimo] Univ Southampton, Inst Complex Syst Simulat, Southampton, Hants, England; [Stella, Massimo] Complex Sci Consulting, Lecce, Italy; [de Nigris, Sarah] Univ Koblenz Landau, Inst Web Sci & Technol, Koblenz, Germany; [Aloric, Aleksandra] Inst Phys Belgrade, Ctr Study Complex Syst, Sci Comp Lab, Belgrade, Serbia; [Siew, Cynthia S. Q.] Univ Warwick, Dept Psychol, Coventry, W Midlands, England; [Siew, Cynthia S. Q.] Natl Univ Singapore, Dept Psychol, Singapore, Singapore; [Kim, Nam Ju; Axelrod, Daryl] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA; [Belland, Brian R.] Penn State Univ, Dept Educ Psychol Counseling & Special Educ, State Coll, PA USA; [Lefler, Mason; Andreasen, Lindi; Walker, Andrew] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA; [Zhou, Ninger; Pereira, Nielsen; Chandrasegaran, Senthil; George, Tarun Thomas; Booth, Joran; Ramani, Karthik] Purdue Univ, W Lafayette, IN 47907 USA; [Ardissone, Alexandria N.; Oli, Monika W.; Rice, Kelly C.; Triplett, Eric W.; Drew, Jennifer C.] Univ Florida, Inst Food & Agr Sci, Coll Agr & Life Sci, Microbiol & Cell Sci Dept, Gainesville, FL 32611 USA; [Galindo, Sebastian; Urrets-Zavalia, Macarena] Univ Florida, Inst Food & Agr Sci, Coll Agr & Life Sci, Agr Educ & Commun Dept, Gainesville, FL 32611 USA; [Wysocki, Allen F.] Univ Florida, Inst Food & Agr Sci, Coll Agr & Life Sci, Off Dean, Gainesville, FL 32611 USA; [Chu, Hye-Eun] Macquarie Univ, Dept Educ Studies, Sydney, NSW, Australia; [Martin, Sonya N.] Seoul Natl Univ, Earth Sci Educ Dept, Seoul, South Korea; [Park, Jennifer] Univ Southern Calif, Rossier Sch Educ, Los Angeles, CA USA; [Gardner, Margery] Colgate Univ, 015 Persson Hall,13 Oak Dr, Hamilton, NY 13346 USA; [Tillotson, John W.] Syracuse Univ, Heroy Geol Lab 112, Syracuse, NY 13244 USA; [Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Hong Kong, Peoples R China; [Tang, Kok-Sing; Williams, P. John] Curtin Univ, STEM Educ Res Grp, Perth, WA, Australia; [Canedo, Edna Dias; Siqueira de Cerqueira, Jose Antonio] Univ Brasilia UnB, Dept Comp Sci, POB 4466, Brasilia, DF, Brazil; [Tives, Heloise Acco; Marioti, Madianita Bogo; Fagundes, Fabiano] Lutheran Univ Ctr Palmas CEULP, Dept Comp Sci, POB 85, Palmas, Brazil; [Hill, Paul; Schmutz, Andrea] Utah State Univ, St George, UT 84770 USA; [White, Chris] Clemson Univ, Coll Hlth Educ & Human Dev, Dept Teaching & Learning, 514 Lariat Loop, Seneca, SC 29672 USA; [Marshall, Jeff C.] Clemson Univ, Sch Educ, Clemson, SC USA; [Alston, Danny] Univ N Carolina, Cato Coll Educ, Dept Reading & Elementary Educ, Charlotte, NC USA; [Coleman, Mary Sue; Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA; [Coleman, Mary Sue] Univ Michigan, Ann Arbor, MI 48109 USA; [Coleman, Mary Sue] Univ Iowa, Iowa City, IA 52242 USA; [Goodman, Joshua] Harvard Univ, Cambridge, MA 02138 USA; [Nugent, Gwen] Univ Nebraska, Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA; [Barker, Bradley; Valentine, Dagen] Univ Nebraska, 4 H Youth Dev, Lincoln, NE USA; [Lester, Houston] Ctr Innovat Qual Effectiveness & Safety IQuESt, 2450 Holcombe Blvd,Suite 01Y, Houston, TX USA; [Grandgenett, Neal] Univ Nebraska, Omaha, NE 68182 USA; [Smolinsky, Lawrence; Olafsson, Gestur] Louisiana State Univ, Dept Math, Baton Rouge, LA 70803 USA; [Marx, Brian D.; Wang, Gaomin] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA; [Ozkan, Gulbin; Topsakal, Unsal Umdu] Yildiz Tech Univ, Fac Educ, Sci Educ, TR-34220 Istanbul, Turkey; [Liu, Ran] Univ Penn, Philadelphia, PA 19104 USA; [Alvarado-Urbina, Andrea] Univ Penn, Sociol, Philadelphia, PA 19104 USA; [Hannum, Emily] Univ Penn, Sociol & Educ, Philadelphia, PA 19104 USA; [Acan, Sinan Can] Melexis Technol NV, Transportstr 1, B-3980 Tessenderlo, Belgium; [Acan, Naciye Leyla] Hacettepe Univ, Dept Biochem, Fac Med, Ankara, Turkey; [Rowland, Ashley A.; Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.; Rios, Laura; Lewandowski, H. J.] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.; Rios, Laura; Lewandowski, H. J.] NIST, JILA, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.; Rios, Laura; Lewandowski, H. J.] Univ Colorado, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.] Western Washington Univ, Dept Phys & Astron, Bellingham, WA 98225 USA; [Rios, Laura] Calif Polytech State Univ San Luis Obispo, Dept Phys, San Luis Obispo, CA 93407 USA; [Turnbull, Steven Martin; Locke, Kirsten] Univ Auckland, Fac Educ & Social Work, Crit Studies Educ, Auckland, New Zealand; [Turnbull, Steven Martin; Locke, Kirsten; O'Neale, Dion R. J.] Univ Auckland, Punaha Matatini, Auckland, New Zealand; [Turnbull, Steven Martin; Vanholsbeeck, Frederique; O'Neale, Dion R. J.] Univ Auckland, Dept Phys, Private Bag 92019, Auckland, New Zealand; [Vanholsbeeck, Frederique] Univ Auckland, Dodd Walls Ctr, Auckland, New Zealand; [Zahry, Nagwan R.] Univ Tennessee, Dept Commun, Chattanooga, TN 37923 USA; [Besley, John C.] Michigan State Univ, Coll Commun Arts & Sci, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA; [Birney, Lauren; Cronin, John] Pace Univ, One Pace Plaza, New York, NY 10038 USA; [Nawarathne, Irosha N.] Lyon Coll, Math & Sci Div, 2300 Highland Rd, Batesville, AR 72501 USA; [Siouli, Styliani] Univ Thessaloniki AUTH, Expt Sch, Thessaloniki, Greece; [Dratsiou, Ioanna; Antoniou, Panagiotis E.; Bamidis, Panagiotis D.] Aristotle Univ Thessaloniki AUTH, Sch Hlth Sci, Fac Med, Lab Med Phys, Thessaloniki, Greece; [Sergeyev, Aleksandr] Michigan Technol Univ, Elect Engn Technol Program, Houghton, MI USA; [Kinney, Mark] West Shore Commun Coll, Acad & Student Serv, Scottville, MI USA; [Kuhl, Scott] Michigan Technol Univ, Comp Sci, Houghton, MI USA; [Kuhl, Scott] Michigan Technol Univ, Cognitnit & Learning Sci, Houghton, MI 49931 USA; [Alaraje, Nasser] Michigan Tech, Sch Technol, Program Chair Elect Engn Technol, Houghton, MI USA; [Highum, Mark] Bay Coll, Div Chair Technol, Escanaba, MI USA; [Mehandiratta, Prince] Michigan Tech, Mech Engn, Houston, TX USA; [Hahn, Michael E.; Gorlewicz, Jenna L.] St Louis Univ, St Louis, MO 63103 USA; [Mueller, Corrine M.; Gorlewicz, Jenna L.] Vibratory Touchscreen Applicat Learning ViTAL, St Louis, MO USA; [Li, Chunxiao] Nanyang Technol Univ, Dept Phys Educ & Sports Sci, Singapore, Singapore; [Kam, Wai Keung Kevin; Zhang, Mengge] Educ Univ Hong Kong, Dept Hlth & Phys Educ, Hong Kong, Peoples R China; [Reinholz, Daniel L.] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Andrews, Tessa C.] Univ Georgia, Dept Genet, Athens, GA 30602 USA; [How, Meng-Leong; Hung, Wei Loong David] Nanyang Technol Univ Singapore, Natl Inst Educ, Singapore 639798, Singapore; [Kareemee, Suthida; Suwannatthachote, Praweenya] Chulalongkorn Univ, Fac Educ, Bangkok, Thailand; [Faikhamta, Chatree] Kasetsart Univ, Fac Educ, Bangkok, Thailand; [Duijzer, Carolien; Van den Heuvel-Panhuizen, Marja; Veldhuis, Michiel] Univ Utrecht, Fac Social & Behav Sci, Freudenthal Grp, Heidelberglaan 1, NL-3584 CS Utrecht, Netherlands; [Van den Heuvel-Panhuizen, Marja; Doorman, Michiel] Univ Utrecht, Fac Sci, Freudenthal Inst, Utrecht, Netherlands; [Van den Heuvel-Panhuizen, Marja] Nord Univ, Bodo, Norway; [Leseman, Paul] Univ Utrecht, Fac Social & Behav Sci, Educ & Pedag, Utrecht, Netherlands; [Vaval, Luronne] Columbia Univ, Teachers Coll, Dept Math Sci & Technol, New York, NY 10027 USA; [Bowers, Alex J.] Columbia Univ, Teachers Coll, Dept Org & Leadership, 525 West 120th St,Box 67, New York, NY 10027 USA; [Rangel, Virginia Snodgrass] Univ Houston, Dept Educ Leadership & Policy Studies, Houston, TX USA; [Murphy, Steve] Charles Sturt Univ, Sch Educ, Boorooma St, Wagga Wagga, NSW 2650, Australia; [MacDonald, Amy] Charles Sturt Univ, Sch Educ, Elizabeth Mitchell Dr, Wagga Wagga, NSW 2650, Australia; [Wang, Cen Audrey] Charles Sturt Univ, Sch Teacher Educ, Panorama Ave, Bathurst, NSW 2795, Australia; [Danaia, Lena] Charles Sturt Univ, Fac Arts & Educ, Panorama Ave, Bathurst, NSW 2795, Australia; [Saravanapandian, Vidya; Sparck, Erin M.; Cheng, Karen Y.; Yaeger, Courtney; Hu, Terry; Romero-Calderon, Rafael; Ghiani, Cristina A.; Carpenter, Ellen M.; Ge, Weihong] Univ Calif Los Angeles, Interdept Program Neurosci, Los Angeles, CA USA; [Saravanapandian, Vidya; Ghiani, Cristina A.; Evans, Christopher J.; Carpenter, Ellen M.; Ge, Weihong] Univ Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, 635 Charles E Young Dr South,Room 307, Los Angeles, CA 90095 USA; [Saravanapandian, Vidya] Univ Calif Los Angeles, Semel Inst Neurosci, Ctr Autism Res & Treatment, Los Angeles, CA USA; [Sparck, Erin M.] Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA USA; [Saravanapandian, Vidya; Suthana, Nanthia; Romero-Calderon, Rafael; Evans, Christopher J.; Carpenter, Ellen M.] Univ Calif Los Angeles, Brain Res Inst, Los Angeles, CA 90024 USA; [Sparck, Erin M.] Univ Calif Los Angeles, Off Instruct Dev, Los Angeles, CA USA; [Yu, Fei] Univ Calif Los Angeles, UCLA Fielding Sch Publ Hlth, Dept Biostat, Los Angeles, CA USA; [Suthana, Nanthia] Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurosurg, Los Angeles, CA 90095 USA; [Romero-Calderon, Rafael] Univ Calif Los Angeles, David Geffen Sch Med, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USA; [Ghiani, Cristina A.] Univ Calif Los Angeles, David Geffen Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90095 USA; [Xing, Wanli] Texas Tech Univ, Dept Educ Psychol & Leadership, Lubbock, TX 79409 USA; [Popov, Vitaliy] Univ San Diego, Jacobs Inst Innovat Educ, San Diego, CA 92110 USA; [Zhu, Gaoxia] Univ Toronto, Ontario Inst Studies Educ, Toronto, ON M5S 1V6, Canada; [Horwitz, Paul; McIntyre, Cynthia] Concord Consortium, Concord, MA 01742 USA; [Slown, Corin] Calif State Univ Monterey Bay, Coll Sci, Seaside, CA USA; [Cohen, Richard; Kelly, Angela M.] SUNY Stony Brook, Inst STEM Educ, Stony Brook, NY 11794 USA; [Cohen, Richard] Nassau Community Coll, Dept Phys Sci, Garden City, NY USA; [Kelly, Angela M.] SUNY Stony Brook, Dept Phys & Astron, Stony Brook, NY 11794 USA; [Bilton, Helen] Univ Reading, Outdoor Learning, Reading, Berks, England; [Watts, Mike] Brunel Univ London, Dept Educ, Uxbridge, Middx, England; [Lindsay, Sally] Univ Toronto, Toronto, ON, Canada; [Malcolm, Matt P.; Roll, Marla C.] Colorado State Univ, Dept Occupat Therapy, Ft Collins, CO 80523 USA; [Malcolm, Matt P.; Roll, Marla C.] Colorado State Univ, Assist Technol Resource Ctr, Ft Collins, CO 80523 USA; [Malcolm, Matt P.] Colorado State Univ, Colorado Sch Publ Hlth, Ft Collins, CO 80523 USA; [Thai-Huy Nguyen] Seattle Univ, Coll Educ, Seattle, WA 98122 USA; [Boland, William Casey] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA; [Gasman, Marybeth] Univ Penn, Philadelphia, PA 19104 USA; [Armando Bautista-Diaz, Diego; Francisco Suarez-Moreno, Mario] Secretaria Educ Dist, Bogota, Colombia; [Gomez-Amaya, Jhonny] Corp Univ Minuto Dios, Fac Educ, Bogota, Colombia; [Truchly, Peter] Slovak Univ Technol Bratislava, Fac Informat & Informat Technol Bratislava, Bratislava, Slovakia; [Medvecky, Martin] Slovak Univ Technol Bratislava, Inst Multimedia Informat & Commun Technol, Fac Elect Engn & Informat Technol, Bratislava, Slovakia; [Podhradsky, Pavol] Slovak Univ Technol Bratislava, Telecommun, Bratislava, Slovakia; [El Mawas, Nour] Univ Lille, CIREL EA 4354, Lille, France; [Nam, Younkyeong; Chae, Jimin] Pusan Natl Univ, Dept Earth Sci Educ, Busan 46241, South Korea; [Shimoto, Takeshi; Miyamoto, Chika] Fukuoka Inst Technol, Higashi Ku, 3-30-1 Wajiro Higashi, Fukuoka, Fukuoka 8110295, Japan; [Umeno, Takatoshi] Univ Teacher Educ Fukuoka, 1-1 Akamabunkyomachi, Fukuoka, Fukuoka 8114192, Japan; [Whitney, Brendan M.] Univ Iowa, Iowa City, IA USA; [Whitney, Brendan M.; Cheng, Ying; Brodersen, Alex S.; Hong, Maxwell R.] Univ Notre Dame, Notre Dame, IN 46556 USA; [Fuesting, Melissa A.; Manson, Dana L.; Safer, Brianne L.] Miami Univ, Dept Psychol, 90 North Patterson Ave, Oxford, OH 45056 USA; [Diekman, Amanda B.; Murphy, Mary C.] Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA; [Boucher, Kathryn L.] Univ Indianapolis, Sch Psychol Sci, Indianapolis, IN 46227 USA; [McDowell, Travis R.; Schmittzehe, Emmalou T.; Duerden, Amanda J.; Collier, Harvest; Woelk, Klaus] Missouri Univ Sci & Technol, Chem Dept, 400 W 11th St, Rolla, MO 65409 USA; [Cernusca, Dan] North Dakota State Univ, Sch Pharm, 1401 Albrecht Blvd, Fargo, ND 58108 USA; [Lindner, Claudia; Rienow, Andreas; Juergens, Carsten] Ruhr Univ Bochum, Geomat Res Grp, Dept Geog, Univ Str 150, D-44801 Bochum, Germany; [AlAydaroos, Fatima] UAE Space Agcy, Dept Space Missions, POB 7133, Abu Dhabi, U Arab Emirates; [Johnson, Samuel G. B.] Univ Bath, Sch Management, Div Mkt Business & Soc, Bath, Avon, England; [Steinerberger, Stefan] Yale Univ, Dept Math, New Haven, CT 06520 USA; [Madkins, Tia C.] Univ Texas Austin, Coll Educ, Curriculum & Instruct, 1912 Speedway,Mail Stop D5700, Austin, TX 78712 USA; [de Royston, Maxine McKinney] Univ Wisconsin, Sch Educ, Curriculum & Instruct, Madison, WI USA; 0; [Dillon, Heather; Prestholdt, Tara] Univ Portland, Portland, OR 97203 USA; [James, Carolyn; Peterson, Valerie] Univ Portland, Math, Portland, OR 97203 USA; [Salomone, Stephanie] Univ Portland, Dept Math, Portland, OR 97203 USA; [Salomone, Stephanie] Univ Portland, STEM Educ & Outreach Ctr, Portland, OR 97203 USA; [Anctil, Eric] Univ Portland, Sch Educ, Media & Technol, Portland, OR 97203 USA; [Huang, Wen] Arizona State Univ, Polytech Sch, Mesa, AZ 85212 USA; [Dare, Emily A.] Florida Int Univ, Dept Teaching & Learning, Ziff Educ Bldg,11200 SW 8th St, Miami, FL 33199 USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Dept Educ, St Paul, MN USA; [Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN USA; [Vakil, Sepehr] Northwestern Univ, Sch Educ & Social Policy, Learning Sci, Evanston, IL 60208 USA; [Ayers, Rick] Univ San Francisco, Sch Educ, Teacher Educ, San Francisco, CA 94117 USA; [Morales-Doyle, Daniel; Gutstein, Eric Rico] Univ Illinois, Dept Curriculum & Instruct, Chicago, IL 60607 USA; [Razfar, Aria] Univ Illinois, Educ & Linguist, Chicago, IL USA; [Nasir, Ambareen] Loyola Univ, Chicago, IL 60611 USA; [Chai, Ching Sing; Jong, Morris Siu-Yung; Yin, Hong-biao; Chen, Mengyuan] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [Zhou, Wenye] East China Normal Univ, Sch Educ Sci, Shanghai, Peoples R China; [Adnan, Mazlini; Ibharim, Laili Farhana Md; Tan, Wee Hoe; Janan, Dahlia; Abdullah, Norazilawati; Othman, Ahmad Nizam; Hashim, Mohd Ekram Alhafis; Baharudin, Nur Farah Atirah] Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia; [Abdullah, Jafri Malin] Univ Sains Malaysia, Sch Med Sci, Dept Neurosci, Kubang Kerian, Kelantan, Malaysia; [Abdullah, Jafri Malin] Univ Sains Malaysia, Sch Med Sci, Brain & Behav Cluster, Kubang Kerian, Kelantan, Malaysia; [Idris, Noorzeliana; Abdul Wahab, Amila Saliza; Said, Nooraishah Md; Adnan, Rosni; Yahaya, Sutinah; Amin, Norziah; Mohd Noh, Mohd Abaidi; Sufa'at, Nadira Idari; Abdullah, Rohana; Yusof, Yusmarliza; Ahmad Mat Reduaan, Zaiton; Ahdary, Normiahni; Annamallai, Thangeswary A. P.; Ali, Fauziah; Kannasamy, Kanimohli A. P.; Shukri, Ridzuan; Simadiri, Thanalachamy A. P.; Tan, Sai Wah] Kementerian Pendidikan Malaysia, Putrajaya, Malaysia; [Huri, Noor Haslina Daman; Karpudewan, Mageswary] Univ Sains Malaysia, Sch Educ Studies, George Town, Malaysia; [Haynes, Cliff] Univ Florida, Higher Educ Adm Student Personnel Higher Educ, Gainesville, FL 32611 USA; [Acioli, Paulo H.] NE Illinois Univ, Dept Phys & Astron, Chicago, IL 60625 USA; [Hancock, Sally] Univ York, Dept Educ, York, N Yorkshire, England; [Martin-Paez, Tobias; Aguilera, David; Javier Perales-Palacios, Francisco; Miguel Vilchez-Gonzalez, Jose] Univ Granada, Fac Ciencias Educ, Dept Didact Ciencias Expt, Campus Univ Cartuja, Granada 18011, Spain; [Pleasants, Jacob] Keene State Coll, Dept Phys, Keene, NH 03435 USA; [Clough, Michael P.] Texas A&M Univ, Dept Teaching Learning & Culture, 335 Harrington Tower, College Stn, TX 77843 USA; [Olson, Joanne K.] Texas A&M Univ, Dept Teaching Learning & Culture, 443 Harrington Tower, College Stn, TX 77843 USA; [Miller, Glen] Texas A&M Univ, Dept Philosophy & Humanities, 418 YMCA, College Stn, TX 77843 USA; [Sanders, Rachel Kaminski] Univ South Carolina Upstate, Sch Educ, Hlth Educ Complex,300 North Campus Blvd, Spartanburg, SC 29303 USA; [Kopcha, Theodore J.; Bishop, Carrie] Univ Georgia, Learning Design & Technol, 223 Rivers Crossing,850 Coll Stn Rd, Athens, GA 30605 USA; [Neumann, Kalianne L.] Oklahoma State Univ, Educ Technol, 204 Willant Hall, Stillwater, OK 74078 USA; [Brynteson, Kristin] Northern Illinois Univ, Ctr P20 Engagement, Lowden Hall 307,590 Coll Ave, De Kalb, IL 60115 USA; [Ameerbakhsh, Omair; Maharaj, Savi; Hussain, Amir] Univ Stirling, Comp Sci & Math, Stirling FK9 4LA, Scotland; [McAdam, Bruce] Univ Stirling, Inst Aquaculture, Stirling FK9 4LA, Scotland; [Zheng, Juan] McGill Univ, Dept Educ Counselling & Psychol, Montreal, PQ, Canada; [Xing, Wanli] Texas Tech Univ, Dept Educ Psychol & Leadership, Lubbock, TX 79409 USA; [Zhu, Gaoxia] Univ Toronto, Ontario Inst Studies Educ, Toronto, ON M5S 1V6, Canada; [Craig, Tara T.] Coastal Carolina Univ, Dept Math & Stat, Conway, SC 29528 USA; [Marshall, Jill] Univ Texas Austin, Dept Curriculum & Instruct, Austin, TX 78712 USA; [Hallstrom, Jonas] Linkoping Univ, Dept Social & Welf Studies ISV, S-60174 Norrkoping, Sweden; [Schonborn, Konrad J.] Linkoping Univ, Dept Sci & Technol ITN, S-60174 Norrkoping, Sweden; [Mark, Sheron L.; Alexander, Olivia] Univ Louisville, Coll Educ & Human Dev, 1905 S 1st St, Louisville, KY 40292 USA; [Mohammadi, Arefeh] Univ Nebraska, Lincoln, NE 68588 USA; [Grosskopf, Kevin] Univ Nebraska, Durham Sch Architectural Engn & Construct DSAEC, Lincoln, NE 68588 USA; [Killingsworth, John] Colorado State Univ, Ft Collins, CO 80523 USA; [Shaharabani, Yael Furman] ORT Braude Coll, Dept Teaching & Gen Studies, Karmiel, Israel; [Yarden, Anat] Weizmann Inst Sci, Dept Sci Teaching, POB 26, IL-76100 Rehovot, Israel; [Li, Yeping; Wang, Ke] Texas A&M Univ, College Stn, TX 77843 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA; [Yaki, Akawo Angwal; Saat, Rohaida Mohd; Sathasivam, Renuka, V; Zulnaidi, Hutkemri] Univ Malaya, Fac Educ, Kuala Lumpur, Malaysia; [Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA; [Johnson, Kathryn M. S.] Trail Build LLC, 1725 Steeple Dr, East Troy, WI 53120 USA; [De Leo-Winkler, M. A.; Wilson, G.] Univ Calif Riverside, 900 Univ Ave, Riverside, CA 92521 USA; [Green, W.; Chute, L.; Henderson, E.; Mitchell, T.] Calif Sch Deaf, 3044 Horace St, Riverside, CA 92506 USA; [Sang, Wenjuan] Indiana Univ, 107 S Indiana Ave, Bloomington, IN 47405 USA; [Simpson, Amber] SUNY Binghamton, 4400 Vestal Pkwy E, Binghamton, NY 13902 USA; [Suh, Heejoo; Han, Sunyoung] Sungkyunkwan Univ, Coll Educ, Dept Math Educ, Seoul 03063, South Korea; [Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc HIVA, Res Grp Educ & Labour Market, Parkstr 47 Box 5300, B-3000 Leuven, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Ctr Instruct Psychol & Technol, Fac Psychol & Educ, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium; [Abd Rauf, Rose Amnah; Sathasivam, Renuka; Rahim, Suzieleez Syrene Abdul] Univ Malaya, Kuala Lumpur 50603, Malaysia; [Sussman, Joshua; Wilson, Mark R.] Univ Calif Berkeley, 2000 Ctr St 301, Berkeley, CA 94720 USA; [Grinis, Inna] Grinis Res Intelligence & Technol Grinis RIT, Woodbridge, Suffolk, England; [Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Edward J Bloustein Sch Planning & Publ Policy, New Brunswick, NJ 08901 USA; [Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA; [Hill, Lucas B.; Savoy, Julia N.; Bantawa, Bipana] Univ Wisconsin, Wisconsin Ctr Educ Res, 566 Educ Sci Bldg,1025 W Johnson St, Madison, WI 53706 USA; [Austin, Ann E.] Michigan State Univ, E Lansing, MI 48824 USA; [Tsosie, Krystal S.] Vanderbilt Univ, 221 Kirkland Hall, Nashville, TN 37235 USA; [Tsosie, Krystal S.] Turtle Mt Community Coll, Dept Sci Technol Engn & Math, Belcourt, ND 58316 USA; [Claw, Katrina G.] Univ Colorado, Div Biomed Informat & Personalized Med, Anschutz Med Campus, Aurora, CO USA; [Claw, Katrina G.] Univ Colorado, Colorado Ctr Personalized Med, Anschutz Med Campus, Aurora, CO USA; 0; [Jaremus, Felicia; Gore, Jennifer; Fray, Leanne; Prieto-Rodriguez, Elena] Univ Newcastle, Teachers & Teaching Res Ctr, Sch Educ, Fac Educ & Arts, Univ Dr, Newcastle, NSW 2308, Australia; [Cole, Laura B.] Univ Missouri, Columbia, MO 65211 USA; [Espinosa, Tobias] Univ Fed Rio Grande, Math Stat & Phys Inst, 125 Barao Cahy St, BR-95500000 Santo Antonio Da Patrulh, RS, Brazil; [Miller, Kelly; Mazur, Eric] Harvard Univ, Dept Phys, Cambridge, MA 02138 USA; [Miller, Kelly; Mazur, Eric] Harvard Univ, Div Engn & Appl Sci, Cambridge, MA 02138 USA; [Araujo, Ives] Univ Fed Rio Grande do Sul, Phys Inst, 9500 Bento Goncalves Ave, BR-91501970 Porto Alegre, RS, Brazil; [Craig, Cheryl J.] Texas A&M Univ, Coll Educ & Human Dev, Houston Endowment Endowed Chair Urban Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Evans, Paige] Univ Houston, Dept Math, Coll Nat Sci & Math, TeachHOUSTON, Houston, TX 77204 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Coll Nat Sci & Math, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Coll Nat Sci & Math, Houston, TX USA; [Li, Jing] East China Normal Univ, Fac Educ, Shanghai, Peoples R China; [Thom, Jennifer S.] Univ Victoria, Victoria, BC, Canada; [Chase, Catherine C.; Marks, Jenna; Malkiewich, Laura J.; Connolly, Helena] Columbia Univ, Teachers Coll, Dept Human Dev, 525 West 120th St, New York, NY 10027 USA; [Lusk, Bradley G.] ScienceTheEarth, Mesa, AZ 85201 USA; [Lehmann, Hagen; Rossi, Pier Giuseppe] Univ Macerata, Macerata, Italy; [Poce, Antonella; Amenduni, Francesca; De Medio, Carlo] Univ Roma Tre, Dept Educ Sci, Rome, Italy; [Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Selangor, Malaysia; [Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Selangor, Malaysia; [Kirby, Caitlin K.; Libarkin, Julie C.] Michigan State Univ, Dept Earth & Environm Sci, 288 Farm Lane,Room 207, E Lansing, MI 48824 USA; [Haruo, Citralina; Caldwell, Chris; Edler, Rebecca] Coll Menominee Nation, Sustainable Dev Inst, POB 1179, Keshena, WI USA; [Whyte, Kyle P.] Michigan State Univ, Dept Philosophy, 503 S Kedzie Hall, E Lansing, MI 48824 USA; [Suh, Sang C.; Upadhyaya, Anusha B. N.; Nadig, Ashwin N., V] Texas A&M Univ Commerce, Dept Comp Sci, Commerce, TX 75428 USA; [Durovic, Gordan] Univ Rijeka, Rijeka, Croatia; [Dlab, Martina Holenko; Hoic-Bozic, Natasa] Univ Rijeka, Dept Informat, Rijeka, Croatia; [Carpenter, Stacey L.; Harlow, Danielle B.; Bianchini, Julie A.] Univ Calif Santa Barbara, Dept Educ, Santa Barbara, CA 93106 USA; [Iveland, Ashley] WestEd, Redwood City, CA USA; [Moon, Sungmin] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Hansen, Alexandria K.] Calif State Univ Fresno, Fresno, CA 93740 USA; [Stohlmann, Micah] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Sato, Brian K.] Univ Calif Irvine, Dept Mol Biol & Biochem, Irvine, CA 92697 USA; [Hill, Cynthia F. C.] Tufts Univ, Dept Educ, Medford, MA 02155 USA; [Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, Div Biol Sci, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, La Jolla, CA 92093 USA; [Dou, Remy; Hazari, Zahra] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Dou, Remy; Hazari, Zahra] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Hazari, Zahra] Florida Int Univ, Dept Phys, Miami, FL 33199 USA; [Dabney, Katherine] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA USA; [Sonnert, Gerhard; Sadler, Philip] Harvard Smithsonian Ctr Astrophys, Dept Sci Educ, 60 Garden St, Cambridge, MA 02138 USA; [Ryu, Minjung] Purdue Univ, Dept Chem, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA; [Mentzer, Nathan] Purdue Univ, Dept Curriculum & Instruct, Dept Technol Leadership & Innovat, 155 S Grant St, W Lafayette, IN 47907 USA; [Knobloch, Neil] Purdue Univ, Dept Youth Dev & Agr Educ, 615 West State St, W Lafayette, IN 47907 USA; [Sika-Paotonu, Dianne] Univ Otago, Wellington Sch Med & Hlth Sci, Dept Pathol & Mol Med, Dunedin, New Zealand; [Sika-Paotonu, Dianne] Univ Otago, Wellington Sch Med & Hlth Sci, Deans Dept, Dunedin, New Zealand; [Sika-Paotonu, Dianne] Telethon Kids Inst, Wesfarmers Ctr Vaccines & Infect Dis, Nedlands, WA, Australia; [Sika-Paotonu, Dianne] Victoria Univ Wellington, Wellington, New Zealand; [Sika-Paotonu, Dianne] Univ Auckland, Maurice Wilkins Ctr Mol Biodiscovery, Auckland, New Zealand; [Crabtree, Lenora M.] Univ N Carolina, 9210 Univ City Blvd, Charlotte, NC 28223 USA; [Richardson, Sonyia C.] Univ N Carolina, Sch Social Work, Charlotte, NC 28223 USA; [Lewis, Chance W.] Univ N Carolina, Urban Educ, Charlotte, NC 28223 USA; [Lewis, Chance W.] Univ N Carolina, Urban Educ Collaborat, Charlotte, NC 28223 USA; [Struyf, Annemie; De Loof, Haydee; Boeve-de Pauw, Jelle; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, Antwerp, Belgium; [Priemer, Burkhard] Humboldt Univ, Phys Educ, Newtonstr 15, D-12489 Berlin, Germany; [Eilerts, Katja; Roesken-Winter, Bettina] Humboldt Univ, Math Educ Primary Sch, Berlin, Germany; [Filler, Andreas] Humboldt Univ, Math Educ, Berlin, Germany; [Pinkwart, Niels] Humboldt Univ, Comp Sci Educ, Berlin, Germany; [Tiemann, Ruediger] Humboldt Univ, Chem Educ, Berlin, Germany; [Zu Belzen, Annette Upmeier] Humboldt Univ, Biol Educ, Berlin, Germany; [Demissie, Hailemichael Teshome] Univ Gondar, Sch Law, Gondar, Ethiopia; [Jiang, Shiyan; Shen, Ji] Univ Miami, Dept Teaching & Learning, 5202 Univ Dr, Coral Gables, FL 33124 USA; [Smith, Blaine E.] Univ Arizona, Dept Teaching Learning & Socio Cultural Studies, Tucson, AZ USA; [Manuel Diego-Mantecon, Jose] Univ Cantabria, Fac Ciencias, Dept Matemat Estadist & Comp, Santander, Spain; [Blanco, Teresa F.] Univ Santiago Compostela, Fac Ciencias Educ, Dept Didact Aplicadas, Santiago De Compostela, Spain; [Bua Ares, Jose Benito] IES Sanchez Canton, Xunta Galicia, Pontevedra, Spain; [Gonzalez Sequeiros, Pablo] Univ Santiago Compostela, Fac Formac Prof, Lugo, Spain; [Gardner, Kimberly] Kennesaw State Univ, Coll Sci & Math, Kennesaw, GA 30144 USA; [Glassmeyer, David] Kennesaw State Univ, Bagwell Coll Educ, Kennesaw, GA 30144 USA; [Worthy, Roneisha] Kennesaw State Univ, Southern Polytech Coll Engn & Engn Technol, Kennesaw, GA 30144 USA; [Yin, Denise; Shumeyko, Christopher M.; Cline, Julia E.; Dunstan, Matthew K.; Goins, Philip E.; Field, Daniel M.] Oak Ridge Associated Univ, US Army Res Lab, Aberdeen Proving Ground, MD 21005 USA; [Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.; Taylor, Holly A.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] US Army, Cognit Sci Team, Natick Soldier Res Dev & Engn Ctr, Natick, MA 01760 USA; [Hutton, Allyson] Think3d, 3811 Van Ness St NW, Washington, DC 20016 USA; [Fagerstrom, Jessica M.; Robertson, Gene E.] Northwest Medial Phys Ctr, Lynnwood, WA 98036 USA; [Gao, Wendy] Tacoma Valley Radiat Oncol Ctr, Puyallup, WA USA; Univ Minnesota, Med Sch, Minneapolis, MN 55455 USA; Coll Biol Sci, Dept Biochem Mol Biol & Biophys, Minneapolis, MN 55455 USA; [Livstrom, Illana C.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ, 320 Learning & Environm,1954 Buford Ave, St Paul, MN 55108 USA; [Szostkowski, Alaina H.] Great River Sch, Elementary Educ, St Paul, MN USA; [Baran, Evrim] Iowa State Univ, Sch Educ, 0624B Lagomarcino Hall, Ames, IA 50011 USA; [Bilici, Sedef Canbazoglu] Aksaray Univ, Dept Math & Sci Educ, Aksaray, Turkey; [Mesutoglu, Canan] Istanbul Aydin Univ, Fac Educ, Istanbul, Turkey; [Ocak, Ceren] Univ Georgia, Learning Design & Technol, Athens, Greece; [Yanez, Gabriela Alonso] Univ Calgary, Werklund Sch Educ, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada; [Thumlert, Kurt] York Univ, WC, Fac Educ, Keele Campus, Toronto, ON M3J 1P3, Canada; [de Castell, Suzanne] Univ Ontario Inst Technol, Fac Educ, 2000 Simcoe St North, Oshawa, ON L1H 7K4, Canada; [Jenson, Jennifer] York Univ, Fac Educ, 714 Ignat Kaneff Bldg,IKB Keele Campus, Toronto, ON, Canada; [Blackley, Susan; Howell, Jennifer] Curtin Univ, Bentley, WA, Australia; [Ximenes, Samuel W.] WEX Fdn & Explorat Architecture Corp, San Antonio, TX 78205 USA; [Roberts, SherylLynn] Univ Texas San Antonio, Ctr Community & Business Res, San Antonio, TX USA; [Lee, Tai Sik] Hanyang Univ, Int Space Explorat Res Inst, Seoul, South Korea; [Shin, Hyu-Soung] Korea Inst Civil Engn & Bldg Technol KICT, Extreme Construct Res Ctr, Goyang Si, Gyeonggi Do, South Korea; [Foing, Bernard] European Space Agcy, European Space Res & Technol Ctr ESTEC, Noordwijk, Netherlands; [Duarte, Carlos] Mexican Space Agcy AEM, Human Capital Dev, Mexico City, DF, Mexico; [van Aalderen-Smeets, Sandra I.] Saxion Univ Appl Sci, Acad Pedag & Educ, Deventer, Netherlands; [van Aalderen-Smeets, Sandra I.; van der Molen, Juliette H. Walma] Univ Twente, Fac Behav Management & Social Sci, Ctr Sci Educ & Talent Dev, Enschede, Netherlands; [Xenidou-Dervou, Iro] Loughborough Univ, Math Educ Ctr, Loughborough, Leics, England; [Pearl, Alastair Owen; Rayner, Gerry M.; Larson, Ian; Orlando, Laurence] Monash Univ, Melbourne, Vic, Australia; [Paige, Kathryn; Hardy, Graham] Univ South Australia, Sch Educ, Mawson Lakes Campus, Mawson Lakes, SA 5095, Australia; [Wang, Xueli; Sun, Ning; Wagner, Brit; Nachman, Brett Ranon] Univ Wisconsin Madison, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Tan, Michael] Nanyang Technol Univ, Natl Inst Educ, Ctr Res Pedag & Practice, 1 Nanyang Walk, Singapore 637616, Singapore; [Taylor, Kellie] Galileo STEM Acad, Eagle, ID 83616 USA; [Baek, Youngkyun] Boise State Univ, Dept Educ Technol, Boise, ID 83725 USA; [Fahlman, Brad] Cent Michigan Univ, Dept Chem & Biochem, Mt Pleasant, MI 48859 USA; [Kaushal, Meesha; Walter, Michael] Univ N Carolina, Chem, Charlotte, NC USA; [Marchetti, April] Randolph Macon Coll, Ashland, VA 23005 USA; [Michelsen, Rebecca] Randolph Macon Coll, Chem, Ashland, VA 23005 USA; [Ritchie, Tessy] US Naval Acad, Annapolis, MD 21402 USA; [Mccartney, Melissa] Florida Int Univ, Miami, FL 33199 USA; [Mccartney, Melissa] STEM Transformat Inst, Miami, FL USA; [Hains-Wesson, Rachael] Univ Sydney, Sch Business, Room 4042,Abercrombie Bldg H70, Sydney, NSW 2006, Australia; [Pollard, Vikki] Holmesglen Inst, Southbank, Australia; [Kaider, Friederika; Young, Karen] Deakin Univ, Melbourne, Vic, Australia; [Hsu, Wei-Ling] Huaiyin Normal Univ, Sch Urban & Environm Sci, Inst Land & Urban Rural Planning, Huaian 223300, Peoples R China; [Chen, Yi-Sian] Chung Hua Univ, Dept Civil Engn, Hsinchu 30012, Taiwan; [Shiau, Yan-Chyuan] Chung Hua Univ, Dept Landscape Architecture, Hsinchu 30012, Taiwan; [Liu, Hsin-Lung] Minghsin Univ Sci & Technol, Dept Leisure Management, Hsinchu 30401, Taiwan; [Chern, Tian-Yow] Chung Hua Univ, Dept Architecture & Urban Planning, Hsinchu 30012, Taiwan; [Czajka, Charles Doug; McConnell, David] North Carolina State Univ, Dept Marine Earth & Atmospher Sci, 2800 Faucette Dr, Raleigh, NC 27695 USA; [Kurup, Premnadh M.; Powell, Greg; Brown, Michael] La Trobe Univ, Sch Educ, Coll Arts Social Sci & Commerce ASSC, Melbourne, Vic 3086, Australia; [Li, Xia] La Trobe Univ, Dept Math & Stat, Melbourne, Vic, Australia; [Aldahmash, Abdulwali H.] King Saud Univ, Excellent Ctr Sci & Math Educ, Chem Educ, POB 2458, Riyadh, Saudi Arabia; [Naem, M. Alamri] King Saud Univ, Coll Educ, Curriculum & Instruct Dept, Math Educ, POB 2458, Riyadh 11451, Saudi Arabia; [Naem, M. Alamri] King Saud Univ, Excellent Ctr Sci & Math Educ, POB 2458, Riyadh 11451, Saudi Arabia; [Aljallal, Mohammed A.] Minist Educ, Educ Adm, Riyadh, Saudi Arabia; [Schreffler, Jillian; Vasquez, Eleazar, III] Univ Cent Florida, Dept Child Family & Community Sci, Orlando, FL 32816 USA; [Chini, Jacquelyn; James, Westley] Univ Cent Florida, Phys Dept, Orlando, FL 32816 USA; [Mildenhall, P.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia; [Cowie, B.] Univ Waikato Univ, Inst Educ Res, Hamilton, New Zealand; [Sherriff, B.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia; [Solodikhina, M. V.] Moscow State Pedag Univ, Inst Phys Technol & Informat Syst, Dept Nat Sci & Innovat Technol, Moscow, Russia; [Solodikhina, A. A.] Natl Res Univ Higher Sch Econ, Russian Childrens Ctr Smena, Dept Interact Social Partners & Publ Org, Moscow, Russia; [Menon, Deepika] Towson Univ, Dept Phys, Astron, Geosci, Towson, MD 21252 USA; [Devadas, Mary Sajini] Towson Univ, Dept Chem, Towson, MD 21252 USA; [Smith, Caroline; Watson, Jane] Univ Tasmania, Burnie, Tas, Australia; [Smith, Caroline; Watson, Jane] Univ Tasmania, Hobart, Tas, Australia; [Fomichov, Vladimir A.] Natl Res Univ, Moscow Aviat Inst, Dept Intelligent Monitoring Syst, Inst Control Syst Informat & Elect Power Ind 3, Orshanskaya St 3, Moscow 121552, Russia; [Fomichova, Olga S.] State Budget Profess Educ Inst Sparrow Hills, Div Dialogue Sci, Univ Sky Prospect 5, Moscow 119296, Russia; [Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Clin, Dept Chem, Atlanta, GA 30322 USA; [Charkoudian, Louise] Haverford Coll, Dept Chem, Haverford, PA 19041 USA; [Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA; [Shortlidge, Erin E.; Rain-Griffith, Liz] Portland State Univ, Dept Biol, Portland, OR 97201 USA; [Shelby, Chloe; Shusterman, Gwendolyn P.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97201 USA; [Shusterman, Gwendolyn P.] Portland State Univ, STEM Educ & Equ Inst, Portland, OR 97201 USA; [Wang, Yu] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16802 USA; [Ma, Junfeng] Mississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA; [Kremer, Gul E.] Iowa State Univ, Dept Ind & Mfg Syst Engn, Ames, IA 50011 USA; [Jackson, Kathy L.] Penn State Univ, Schreyer Inst Teaching Excellence, University Pk, PA 16802 USA; [DeMara, Ronald F.] Univ Cent Florida, Dept Elect & Comp Engn, Orlando, FL 32816 USA; [Tian, Tian] Univ Cent Florida, Dept Mech & Aerosp Engn, Orlando, FL 32816 USA; [Howard, Wendy] Univ Cent Florida, Pegasus Innovat Lab, Orlando, FL 32816 USA; [Stevenson, Alma D.; Martinez, Alejandro Jose Gallard; Brkich, Katie Lynn; Flores, Belinda Bustos; Claeys, Lorena; Pitts, Wesley] Georgia Southern Univ, Dept Curriculum Fdn & Reading, POB 8144, Statesboro, GA 30460 USA; [Page-Reeves, Janet] Univ New Mexico, Family & Community Med, 2305 Renard Pl SE 200, Albuquerque, NM 87106 USA; [Marin, Ananda] Univ Calif Los Angeles, Grad Sch Educ & Informat Studies, Moore Hall 3341,405 Hilgard Ave, Los Angeles, CA 90095 USA; [DeerInWater, Kathy] AISES, 2305 Renard SE,Suite 200, Albuerque, NM 87106 USA; [Medin, Douglas] Northwestern Univ, Dept Psychol, Sch Educ & Social Policy, 2019 Sheridan Rd, Evanston, IL 60202 USA; [Moffett, Maurice] NCCI, 901 Peninsula Corp Circle, Boca Raton, FL 33487 USA; [Kayumova, Shakhnoza; Cardello, Suzanne] Univ Massachusetts Dartmouth, STEM Educ & Teacher Dev, Coll Arts & Sci, 285 Old Westport Rd, Dartmouth, MA 02747 USA; [McGuire, Chad J.] Univ Massachusetts Dartmouth, Publ Policy, Coll Arts & Sci, 285 Old Westport Rd, Dartmouth, MA 02747 USA; Florida Atlantic Univ, High Sch, Boca Raton, FL 33431 USA; Pine Jog Environm Educ Ctr, W Palm Beach, FL USA; [Serrano Perez, Edgar] Univ Tecnol Mexico, UNITEC MEXICO, Campus Atizapan,Blvd Calacoaya 7, Cd Adolfo Lopez Mateos 52970, Estado De Mexic, Mexico; [Juarez Lopez, Fernando] Inst Politecn Nacl CIITEC, Santa Catarina, Azcapotzalco, Mexico; [Kuo, Hsu-Chan] Natl Cheng Kung Univ, Ctr Teacher Educ, Tainan, Taiwan; [Kuo, Hsu-Chan; Yang, Ya-Ting Carolyn] Natl Cheng Kung Univ, Grad Inst Educ, Tainan, Taiwan; [Tseng, Yuan-Chi] Natl Tsing Hua Univ, Inst Serv Sci, Hsinchu, Taiwan; [Perignat, Elaine; Katz-Buonincontro, Jen] Drexel Univ, Sch Educ, 3401 Market St, Philadelphia, PA 19104 USA; [Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Seery, Niall] Athlone Inst Technol, Westmeath, Ireland; [Canty, Donal] Univ Limerick, Limerick, Ireland; [Cheng, Albert] Univ Arkansas, 204 Grad Educ Bldg, Fayetteville, AR 72701 USA; [Bustamante, Andres S.] Univ Calif Irvine, Irvine, CA 92717 USA; [Hassinger-Das, Brenna] Pace Univ, New York, NY 10038 USA; [Hirsh-Pasek, Kathy] Temple Univ, Philadelphia, PA 19122 USA; [Hirsh-Pasek, Kathy] Brookings Inst, Washington, DC 20036 USA; [Golinkoff, Roberta M.] Univ Delaware, Newark, DE 19716 USA; [Zhuhadar, Leyla; Marklin, Scarlett; Kessler, Bruce; Helbig, Tuesdi] 1906 Coll Hts Blvd, Bowling Green, KY 42101 USA; [Daday, Jerry] Florida State Univ, Florida Area, Tallahassee, FL 32306 USA; [Sergis, Stylianos; Sampson, Demetrios G.] Univ Piraeus, Dept Digital Syst, GR-18532 Piraeus, Greece; [Sampson, Demetrios G.; Pelliccione, Lina] Curtin Univ, Sch Educ, Bentley Campus,Bldg 501,Level 4, Perth, WA, Australia; [Rodriguez-Triana, Maria Jesus; Gillet, Denis] Ecole Polytech Fed Lausanne, Sch Engn, REACT, Lausanne, Switzerland; [Rodriguez-Triana, Maria Jesus] Tallinn Univ, Sch Digital Technol, Ctr Excellence Educ Innovat, Tallinn, Estonia; [de Jong, Ton] Univ Twente, Fac Behav Sci, Dept Instruct Technol, NL-7500 AE Enschede, Netherlands; [Lesseig, Kristin; Firestone, Jonah; Morrison, Judy; Slavit, David; Holmlund, Tamara] Washington State Univ, 14204 NE Salmon Creek Ave, Vancouver, WA 98686 USA; [Asghar, Anila; Huang, Ying-Syuan] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ H3A 2M1, Canada; [Elliott, Kenneth] McGill Univ, Montreal, PQ H3A 2M1, Canada; [Skelling, Yannick] Univ Quebec Montreal, Dept Didact, Montreal, PQ H2X 3R9, Canada; [Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, Norfolk, VA USA; [Quigley, Cassie F.] Univ Pittsburgh, Dept Instruct & Learning, 5526 Wesley Posvar Hall, Pittsburgh, PA 15260 USA; [Beeman-Cadwallader, Nicole] Natl Math & Sci Initiat, Dallas, TX USA; [Carter, Ingrid S.] Metropolitan State Univ, Dept Elementary Educ & Literacy, Denver, CO USA; [Skorton, David] Smithsonian Inst, Washington, DC 20560 USA; [Kim, Youngmoo E.; Morton, Brandon G.; Gregorio, Jeff; Rosen, David S.; Edouard, Kareem; Vallett, Richard] Drexel Univ, Express & Creat Interact Technol Ctr, Philadelphia, PA 19104 USA; [Kim, Youngmoo E.] Drexel Univ, Elect & Comp Engn, Philadelphia, PA 19104 USA; [Edouard, Kareem] Drexel Univ, Sch Educ, Philadelphia, PA 19104 USA; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jawa Timur 68121, Indonesia; [Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [LeSuer, Robert J.] SUNY Coll Brockport, Dept Chem & Biochem, Brockport, NY 14420 USA; [Maaia, Levi C.] Ctr Educ Res Literacies Learning & Inquiry Networ, Santa Barbara, CA 93106 USA; [Foss, Abbigail; Wilcoxen, Caitlin; Rasmus, Joseph] Williamston High Sch, Math & Sci Acad, 3939 Vanneter Rd, Williamston, MI 48895 USA; [Murphy, Steve] Charles Sturt Univ, Albury Wodonga, Australia; [MacDonald, Amy] Charles Sturt Univ, Sch Educ, Albury Wodonga, Australia; [Danaia, Lena; Wang, Cen] Charles Sturt Univ, Sch Teacher Educ, Bathurst, NSW, Australia; [Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Fac Educ, Sha Tin, Hong Kong, Peoples R China; [Lee, Min-Hsien] Natl Taiwan Normal Univ, Program Learning Sci, Taipei, Taiwan; [Lee, Min-Hsien; Chang, Chun-Yen] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Hsu, Chung-Yuan] Natl Pingtung Univ Sci & Technol, Dept Child Care, Pingtung, Taiwan; [Chang, Chun-Yen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Dong, Yan; Xu, Chang; Song, Xiaoting; Fu, Qian] Beijing Normal Univ, Sch Educ Technol, Fac Educ, Beijing 100875, Peoples R China; [Chai, Ching Sing] Chinese Univ Hong Kong, Fac Educ, Shatin, Hong Kong, Peoples R China; [Huang, Yue] Beijing Univ Posts & Telecommun, Network Educ Coll, Beijing 100876, Peoples R China; [Geng, Jie; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, CLST, Shatin, Hong Kong, Peoples R China; [Jong, Morris Siu-Yung; Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [So, Hyo-Jeong; Ryoo, Dahyeon; Park, Hyunjin] Ewha Womans Univ, Dept Educ Technol, 52 Ewhayeodae Gil, Seoul 03760, South Korea; [Choi, Hyungshin] Chuncheon Natl Univ Educ, Dept Comp Educ, 126 Gongji Ro, Chunchon, Gangwon Do, South Korea; [Ng, Wan; Fergusson, Jennifer] Univ Technol Sydney, Sch Educ, 15 Broadway, Ultimo, NSW 2007, Australia; [Lee, Min-Hsien] Natl Taiwan Normal Univ, Program Learning Sci, Taipei, Taiwan; [Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Hong, Huang-Yao] Natl Chengchi Univ, Dept Educ, Taipei, Taiwan; [Lee, Min-Hsien] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Liu, Ran; Stamper, John] Carnegie Mellon Univ, Human Comp Interact Inst, Pittsburgh, PA 15213 USA; [Davenport, Jodi] WestEd, San Francisco, CA USA; [Crossley, Scott] Georgia State Univ, Dept Appl Linguist & English Second Language, Atlanta, GA 30303 USA; [McNamara, Danielle] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA; [Nzinga, Kalonji; Sherin, Bruce] Northwestern Univ, Learning Sci Dept, Evanston, IL USA; [Hira, Ronil] Howard Univ, 2400 Sixth St NW, Washington, DC 20059 USA; [Camilli, Gregory] Rutgers State Univ, 10 Seminary Pl, New Brunswick, NJ 08901 USA; [Salzman, Hal] Rutgers State Univ, JJ Heldrich Ctr Workforce Dev, EJ Bloustein Sch Planning & Publ Policy, New Brunswick, NJ 08901 USA; [Benderly, Beryl Lieff] Rutgers State Univ, JJ Heldrich Ctr Workforce Dev, New Brunswick, NJ 08901 USA; [Hill, Christopher T.] George Mason Univ, Schar Sch Policy & Govt, Arlington, VA 22201 USA; [Kusmin, Marge] Tallinn Univ, Sch Digital Technol, Narva Mnt 25, EE-10120 Tallinn, Estonia; [Margot, Kelly C.] Grand Valley State Univ, Dept Teaching & Learning, 401 Fulton St W, Grand Rapids, MI 49504 USA; [Kettler, Todd] Baylor Univ, Sch Educ, Waco, TX 76798 USA; [Bermudez, Aurelio; Casado, Rafael; Fernandez, Guillermo; Guijarro, Maria; Olivas, Pablo] Univ Castilla La Mancha, Albacete Res Inst Informat, Comp Syst Dept, Campus Univ, Albacete, Spain; [Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Arsad, Nurazidawati Mohamad] Natl Univ Malaysia, Fac Educ, Bangi, Malaysia; [Dyrberg, Nadia Rahbek] Univ Southern Denmark, Fac Sci, Odense, Denmark; [Holmegaard, Henriette Tolstrup] Univ Copenhagen, Dept Sci Educ, Copenhagen, Denmark; [Osborne, Samuel; Paige, Kathy; Hattam, Robert; Rigney, Lester-Irabinna; Morrison, Anne] Univ South Australia, Div Educ Arts & Social Sci, Adelaide, SA 5001, Australia; [Hakovirta, Marko; Lucia, Lucian] North Carolina State Univ, Dept Forest Biomat, Raleigh, NC 27695 USA; [Santarsiero, Bernard D.] Univ Illinois, Off Vice Provost Div, Chicago, IL USA; [Villar-Martinez, Aitor; Angulo, Ignacio; Garcia-Zubia, Javier] Univ Deusto, Fac Engn, Bilbao 48007, Spain; [Villar-Martinez, Aitor; Rodriguez-Gil, Luis; Orduna, Pablo] LabsLand, Bilbao 48002, Spain; [Orduna, Pablo; Lopez-de-Ipina, Diego] DeustoTech Deusto Fdn, Bilbao 48007, Spain; [Fragou, Olga] Hellen Open Univ, Patras, Greece; [Goumopoulos, Christos; Tsompanos, Christos] Univ Aegean, Samos, Greece; [Shen, Pei-Di; Tang, Hui-Wen; Hsu, Lynne Cheng] Ming Chuan Univ, Inst Gen Educ, Taipei, Taiwan; [Tsai, Chia-Wen] Ming Chuan Univ, Dept Informat Management, Taipei, Taiwan; [Ferrada, Cristian] Inst Andres Bello, Talca, Chile; [Diaz-Levicoy, Danilo] Univ Catolica Maule, Fac Ciencias Basicas, Talca, Chile; [Salgado-Orellana, Norma] Univ Granada, Intervenc Psicopedagag, Granada, Spain; [Parraguez, Rafael] Univ Vina del Mar, Vina Del Mar, Chile; [Davila-Guzman, Nancy E.; Maya-Trevino, Maria L.; Sanchez-Vazquez, Astrid I.] Univ Autonoma Nuevo Leon, Sch Chem Sci, Nuevo Leon, Mexico; [Davila-Guzman, Nancy E.] Univ Autonoma Nuevo Leon, Sustainable Proc Grad Program, Nuevo Leon, Mexico; [Davila-Guzman, Nancy E.] Univ Autonoma Nuevo Leon, Res Grp Chem Engn, Nuevo Leon, Mexico; [Tiempos-Flores, Norma] Univ Autonoma Nuevo Leon, Sch Chem Sci, Basic Sci, Nuevo Leon, Mexico; [de Jesus Cerino-Cordova, Felipe] Univ Autonoma Nuevo Leon, Sch Chem Sci, Chem Engn & Environm Engn Dept, Nuevo Leon, Mexico; [de Jesus Cerino-Cordova, Felipe] Univ Autonoma Nuevo Leon, Mech & Elect Engn Sch, Nuevo Leon, Mexico; [Chiang, Feng-Kuang; Wang, Liyan] Shanghai Normal Univ, Dept Educ Technol, Coll Educ, Shanghai 200234, Peoples R China; [Yan, Xiaomei] Beijing Normal Univ, Smart Learning Inst, Beijing 100875, Peoples R China; [Zhang, Jingjing] Beijing Normal Univ, Big Data Ctr Technol Mediated Educ, Beijing 100875, Peoples R China; [Yang, Yehong; Chen, Li] Beijing Normal Univ, Sch Educ Technol, Res Ctr Distance Educ, Beijing 100875, Peoples R China; [Bazelais, Paul; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Doleck, Tenzin] Univ Southern Calif, 3470 Trousdale Pkwy, Los Angeles, CA 90089 USA; [Batdi, Veli] Kilis 7 Aralik Univ, Muallim Rifat Educ Fac, Dept Curriculum & Instruct, Kilis, Turkey; [Talan, Tarik] Gaziantep Islam Sci & Technol Univ, Fac Engn & Nat Sci, Gaziantep, Turkey; [Semerci, Cetin] Bartin Univ, Deanery Educ Fac, Bartin, Turkey; [Poyraz, Gizem Tekin] Bozan Veli Topcu Middle Sch, Minist Natl Educ, Eskisehir, Turkey; [Kumtepe, Evrim Genc] Anadolu Univ, Dept Continuing Educ, Fac Open Educ, Off 607, Eskisehir, Turkey; [Poyraz, Gizem Tekin] Bozan Veli Topcu Middle Sch Alpu, Eskisehir, Turkey; [Karahan, Engin] Eskisehir Osmangazi Univ, Fac Educ Curriculum & Instruct, Meselik Campus, TR-26480 Eskisehir, Turkey; [Unal, Aycin] Mugla Sci & Art Ctr, Mugla, Turkey; [Chehlarova, Toni] Bulgarian Acad Sci, Inst Math & Informat, Sofia, Bulgaria; [Kotseva, Ivelina; Gaydarova, Maya] Univ Sofia, Fac Phys, Dept Phys Educ, Sofia, Bulgaria; [Ergun, Aysegul] Manisa Celal Bayar Univ, Fac Educ, Dept Math & Sci Educ, Manisa, Turkey; [Balcin, Muhammed Dogukan] Marmara Univ, Inst Educ Sci, Dept Math & Sci Educ, Istanbul, Turkey; [Zhai, Lian] Sichuan Vocat & Tech Coll, Suining, Peoples R China; [Pitt, Caroline R.; Strickman, Rose; Davis, Katie] Univ Washington, Informat Sch, Seattle, WA 98195 USA; [Bell, Adam] Univ Washington, Coll Educ, Seattle, WA 98195 USA; [Heller, Niels] Ludwig Maximilian Univ Munich, Oettingenstr 67, D-80538 Munich, Germany; [Bry, Francois] Ludwig Maximilian Univ Munich, Inst Informat, Oettingenstr 67, D-80538 Munich, Germany; [Campbell, Laurie O.; Heller, Samantha; DeMara, Ronald F.] Univ Cent Florida, Orlando, FL 32816 USA; [Kefalis, Chrysovalantis] NCSR Demokritos, Inst Informat & Telecommun, Net Media Lab & Mind Brain R&D, Athens 15310, Greece; [Drigas, Athanasios] NCSR Demokritos, Inst Informat & Telecommun, Athens 15310, Greece; [Krawec, Jennifer; Steinberg, Marissa] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA; [Erdil, D. Cenk] Sacred Heart Univ, Sch Comp Sci & Engn, Fairfield, CT 06825 USA; [Bartels, Selina L.] Valparaiso Univ, Dept Educ, Valparaiso, IN 46383 USA; [Rupe, Kathryn M.; Lederman, Judith S.] IIT, Dept Math & Sci Educ, Chicago, IL 60616 USA; [Gingl, Zoltan; Makan, Gergely; Mellar, Janos; Vadai, Gergely; Mingesz, Robert] Univ Szeged, Dept Tech Informat, H-6720 Szeged, Hungary; [Bazelais, Paul; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Doleck, Tenzin] Univ Southern Calif, 3470 Trousdale Pkwy, Los Angeles, CA 90089 USA; [Ling, Loh Su; Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Kota Kinabalu, Malaysia; [Tsang, Tiffany Lee] Univ Calif Los Angeles, Higher Educ, Los Angeles, CA 90095 USA; [Cooper, G.; Park, H.; Nasr, Z.; Thong, L. P.; Johnson, R.] RMIT Univ, Melbourne, Vic, Australia; [Tsunekawa, Koji; Shioiri, Toshiki] Gifu Univ, Dept Inst Res Med Educ, Grad Sch Med, Gifu, Japan; [Tsunekawa, Koji] Gifu Univ, Med Educ Dev Ctr, Gifu, Japan; [Avendano, Laura; Renteria, Jessica; Kwon, Sarah; Hamdan, Kamal] Calif State Univ Dominguez Hills, CISE, CS13, Carson, CA 90747 USA; [Slavinec, Mitja; Abersek, Boris; Gacevic, Dino; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Math, Koroska 160, Maribor 2000, Slovenia; [Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia; [Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, 59 Hengshan Rd, Kaohsiung 824, Taiwan; [Zhou, Shao-Na; Zeng, Hui; Xu, Shao-Rui; Chen, Lu-Chang; Xiao, Hua] South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou 510006, Guangdong, Peoples R China; [Pomales-Garcia, C.; Reyes-Rivera, Z. A.; Mercado-Colon, J.] Univ Puerto Rico Mayaguez, Ind Engn Dept, Mayaguez, PR 00682 USA; [Padovani, A. M.; Suarez, O. M.] Univ Puerto Rico Mayaguez, Engn Sci & Mat Dept, Mayaguez, PR USA; [Alvarez, J. E.] Univ Puerto Rico Mayaguez, Gen Lib, Mayaguez, PR USA; [Ozcan, Hasan] Aksaray Univ, Fac Educ, Dept Math & Sci Educ, Aksaray, Turkey; [Koca, Esra] Aksaray Univ, Inst Sci, Aksaray, Turkey; [Pandal Blanco, Adrian; Barrio Perotti, Raul; Blanco Marigorta, Eduardo] Univ Oviedo, Energy Dept, Fluid Mech Area, Gijon 33203, Spain; [Fernandez-Tena, Ana] Univ Oviedo, Nursing Sch, Gijon 33203, Spain; [Achilleos, Achilleas P.] Frederick Univ, Dept Comp Engn & Sci, CY-3080 Nicosia, Cyprus; [Mettouris, Christos; Yeratziotis, Alexandros; Papadopoulos, George A.] Univ Cyprus, Dept Comp Sci, CY-1678 Nicosia, Cyprus; [Pllana, Sabri] Linnaeus Univ, Dept Comp Sci, S-35195 Vaxjo, Smaland, Sweden; [Huber, Florian; Jaeger, Bernhard; Leitner, Peter] SYNYO GmbH, A-1060 Vienna, Austria; [Ocsovszky, Zsofia; Dinnyes, Andras] BioTalentum Ltd, H-262100 Godollo, Hungary; [Alan, Burcu; Zengin, Fikriye Kirbag; Kececi, Gonca] Firat Univ, Dept Sci Educ, Fac Educ, Elazig, Turkey; [Kenyon, Kristy L.; Cosentino, Bradley J.] Hobart & William Smith Coll, Biol, Geneva, NY 14456 USA; [Gottesman, Alan J.; Hoskins, Sally G.] CUNY City Coll, Biol, New York, NY 10031 USA; [Onorato, Morgan E.] Hobart & William Smith, Geneva, NY USA; [Hoque, Jamila] CUNY City Coll, New York, NY 10031 USA; [Zhao, Wenxiao] Univ Jinan, Sch Foreign Languages, Jinan, Shandong, Peoples R China; [Guo, Shaoni] Qingdao Univ Sci & Technol, Chinesisch Deutsch Tech Fak, Qingdao, Peoples R China; [Wu, Ting] Southwest Jiaotong Univ, Chengdu, Sichuan, Peoples R China; [Albion, Peter] Univ Southern Queensland, Toowoomba, Qld, Australia; [Valero, Mario M.; Planas, Eulalia] Univ Politecn Cataluna, EEBE, Ctr Technol Risk Studies CERTEC, Dept Chem Engn, Eduard Maristany 16, Barcelona 08019, Spain; [Martinez, Maria] Univ Politecn Cataluna, EEBE, Barcelona Res Ctr Multiscale Sci & Engn, Dept Chem Engn, Eduard Maristany 16, Barcelona 08019, Spain; [Pozo, Francesc] Univ Politecn Cataluna, EEBE, Control Modeling Identificat & Applicat CoDAlab, Dept Math, Eduard Maristany 16, Barcelona 08019, Spain; [van den Hurk, Anniek; Meelissen, Martina] Univ Twente, Dept OMD, Postbus 217, NL-7500 AE Enschede, Netherlands; [van Langen, Annemarie] KBA Nijmegen, Nijmegen, Netherlands; [Lin, Tzung-Jin; Tsai, Chin-Chung] Natl Taiwan Normal Univ, Coll Educ, Sch Learning Informat, Program Learning Sci, Taipei, Taiwan; [Lin, Tzung-Jin; Tsai, Chin-Chung] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Lin, Tzu-Chiang] Natl Kaohsiung Univ Sci & Technol, Gen Educ Ctr, Kaohsiung, Taiwan; [Potvin, Patrice] Univ Quebec Montreal, Dept Didact, Montreal, PQ, Canada; [Ni, Qin; Zhang, Lele; Zhang, Bo] Shanghai Normal Univ, Coll Informat Mech & Elect Engn, Shanghai 200234, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China; [Stebbins, Melissa; Goris, Tatiana] Pittsburg State Univ, Pittsburg, KS 66762 USA; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia; [Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan; [Ergun, Aysegul] Manisa Celal Bayar Univ, Dept Math & Sci Educ, Fac Educ, TR-45900 Demirci, Manisa, Turkey; [Balcin, Mohammed Dogukan] Marmara Univ, Egitim Bilimleri Enstitusu, Istanbul, Turkey; [Ergun, Aysegul] Manisa Celal Bayar Univ, Egitim Fak, Manisa, Turkey; [Gencer, Ayse Savran; Can, Bilge] Pamukkale Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Denizli, Turkey; [Dogan, Hilmi] Milli Egitim Bakanligi, Antalya, Turkey; [Bilen, Kadir] Alanya Alaaddin Keykubat Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Alanya, Turkey; [Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [O'Connor, Adrian; Hyland, Tomas; Canty, Donal] Univ Limerick, Limerick, Ireland; [Seery, Niall] Athlone Inst Technol, Westmeath, Ireland; [Tao, Aoxiang; Huang, Yuying; Shinohara, Yasuhiro; Caylor, Matthew L.; Pashikanti, Srinath; Xu, Dong] Idaho State Univ, Coll Pharm, Dept Biomed & Pharmaceut Sci, Kasiska Div Hlth Sci, Meridian, ID 83642 USA; [Kim, Eunjeong; Oliver, J. Steve; Kim, Young Ae] Univ Georgia, Dept Math & Sci Educ, 105 Aderhold Hall,110 Carlton St, Athens, GA 30602 USA; [Kim, Young Ae] Univ Arizona, Dept Chem & Biochem, Tucson, AZ USA; [Kanadli, Sedat] Mersin Univ, Educ Fac, Mersin, Turkey; [Vazquez Romero, Isabel Ma; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain; [Kim, ChanMin; Kim, Dongho; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA; [Yuan, Jiangmei] West Virginia Univ, Coll Educ & Human Serv, Morgantown, WV USA; [Doshi, Prashant] Univ Georgia, Coll Arts & Sci, Athens, GA 30602 USA; [Thai, Chi N.; Melias, Ernst] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Tsai, Meng-Jung; Wang, Ching-Yeh; Hsu, Po-Fen] Natl Taiwan Univ Sci & Technol, Grad Inst Digital Learning & Educ, 43,Sect 4,Keelung Rd, Taipei 106, Taiwan; [Chubko, Nadezhda; Morris, Julia E.; McKinnon, David H.; Slater, Eileen, V; Lummis, Geoffrey W.] Edith Cowan Univ, Sch Educ, Perth, WA 6027, Australia; [Beier, Margaret E.; Kim, Michelle H.; Leautaud, Veronica; Bishnoi, Sandra; Gilberto, Jaqueline M.] Rice Univ, Dept Psychol, MS 25,6100 Main St, Houston, TX 77251 USA; [Saterbak, Ann] Duke Univ, Dept Biomed Engn, Durham, NC 27706 USA; [Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA; [Thompson, Meredith M.; Wang, Annie; Roy, Dan; Klopfer, Eric] MIT, Comparat Media Studies & Writing, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Kim, Han-Jong; Jeong, Yunwoo; Kim, Ju-Whan; Nam, Tek-Jin] Korea Adv Inst Sci & Technol, Dept Ind Design, 291 Daehak Ro, Daejeon 34141, South Korea; [Bazelais, Paul; Lemay, David John; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Wang, Xingwei; Guo, Liang] China Univ Petr East China, Sch Informat & Control Engn, Qingdao 266580, Shandong, Peoples R China; [Xu, Wenwen] China Univ Petr East China, Sch Econ & Management, Qingdao 266580, Shandong, Peoples R China; [Struminger, Rhonda; Short, Rachel A.; Lawing, A. Michelle] Texas A&M Univ, Ecosyst Sci & Management Dept, College Stn, TX 77843 USA; [Short, Rachel A.] East Tennessee State Univ, Don Sundquist Ctr Excellence Paleontol, Gray Fossil Site & Museum, Johnson City, TN USA; [Zarestky, Jill] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Hite, Rebecca] Texas Tech Univ, Dept Curriculum & Instruct, Lubbock, TX 79409 USA; [Vega, Julio; Canas, Jose M.] Rey Juan Carlos Univ, Dept Telemat Syst & Computat, Camino Molino S-N, Madrid 28934, Spain; [Li, Yan; Zhang, Qiaoliang; Feng, Wenfang; Wang, Song] Lanzhou Univ Technol, Sch Econ & Management, Lanzhou, Gansu, Peoples R China; [Li, Yan] Hohai Univ, Business Sch, Nanjing, Jiangsu, Peoples R China; [Feng, Wenfang] Southeast Univ, Sch Econ & Management, Nanjing, Jiangsu, Peoples R China; [Kang, Haibin] Lanzhou Univ Technol, Lanzhou, Gansu, Peoples R China; [Kang, Haibin; Bao, Zheshi] Nanjing Univ Finance & Econ, Nanjing, Jiangsu, Peoples R China; [Nelson, Kari L.; Reuter, Claudia M.; Cutucache, Christine E.] Univ Nebraska, Dept Biol, Omaha, NE 68182 USA; [Garner, Pamela W.; Wood, Thomas] George Mason Univ, Sch Integrat Studies, 4400 Univ Dr, Fairfax, VA 22030 USA; [Gabitova, Nuria; Gupta, Anuradha] iSch Future, Fairfax, VA USA; [Zouda, Majd] Univ Toronto, OISE, Dept Curriculum Teaching & Learning, 252 Bloor St West, Toronto, ON M5S 1V6, Canada; [Alemdar, Meltem; Cappelli, Christopher J.] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, 817 West Peachtree St NW,Suite 300, Atlanta, GA 30308 USA; [Criswell, Brett A.] Univ Kentucky, Dept STEM Educ, 119 Taylor Educ Bldg, Lexington, KY 40506 USA; [Rushton, Gregory T.] SUNY Stony Brook, Inst STEM Educ, Life Sci 092, Stony Brook, NY 11794 USA; [Gravel, Brian E.; Kohberger, Kaitlin] Tufts Univ, 12 Upper Campus Rd,Paige Hall, Medford, MA 02155 USA; [Tucker-Raymond, Eli] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA; [Browne, Kyle] Lesley Univ, 29 Everett St, Cambridge, MA 02138 USA; [Prescod, Diandra J.] Penn State Univ, Dept Educ Psychol Counseling & Special Educ, 301 Cedar Bldg, University Pk, PA 16802 USA; [Daire, Andrew P.] Virginia Commonwealth Univ, Sch Educ, Richmond, VA 23284 USA; [Young, Cynthia] Univ Cent Florida, Dept Math, Orlando, FL 32816 USA; [Dagley, Melissa; Georgiopoulos, Michael] Univ Cent Florida, Dept Elect & Comp Engn, Orlando, FL 32816 USA; [Young, Cynthia] Clemson Univ, Coll Sci, Clemson, SC 29631 USA; [Scalise, Kathleen; Zvoch, Keith; Park, Sunhi; Kleinfelder, Bren; Partsafas, Andrea] Univ Oregon, Dept Educ Methodol Policy & Leadership, 5267 Univ Oregon, Eugene, OR 97403 USA; [Irvin, P. Shawn] Univ Oregon, Behav Res & Teaching Ctr, Eugene, OR 97403 USA; [Alresheed, Fahad; Landis, Britt; Meng, Paul] Univ Oregon, Dept Special Educ & Clin Sci, Eugene, OR 97403 USA; [Yim-Dockery, Huna; Halladay, Lauren] Univ Oregon, Dept Counseling Psychol & Human Serv, Eugene, OR 97403 USA; [Kloser, Matthew; Wilsey, Matthew; Twohy, Kyra E.; Immonen, Audrey D.; Navotas, Ariel C.] Univ Notre Dame, Notre Dame Ctr STEM Educ, 107 Carole Sandner Hall, Notre Dame, IN 46556 USA; [Shadle, Susan E.] Boise State Univ, Ctr Teaching & Learning, 1910 Univ Dr,MS 1005, Boise, ID 83725 USA; [Liu, Yujuan] Univ Wisconsin Parkside, Dept Chem, Kenosha, WI 53144 USA; [Lewis, Jennifer E.] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Minderhout, Vicky] Seattle Univ, Dept Chem, Seattle, WA 98122 USA; 0; [Castleman, Benjamin L.] Univ Virginia, Curry Sch Educ, Educ & Publ Policy, Ruffner Hall 262,POB 400265, Charlottesville, VA 22904 USA; [Long, Bridget Terry] Harvard Grad Sch Educ, Educ & Econ, 6 Appian Way,Gutman 465, Cambridge, MA 02138 USA; [Long, Bridget Terry] NBER, Cambridge, MA 02138 USA; [Mabel, Zachary] Harvard Grad Sch Educ, 6 Appian Way,Gutman 244, Cambridge, MA 02138 USA; [Carlisle, Deborah L.; Weaver, Gabriela C.] Univ Massachusetts, 140 Hicks Way, Amherst, MA 01003 USA; [Sharma, Jyoti] Govt India, Dept Sci & Technol, Minist Sci & Technol, Delhi, India; [Sharma, Jyoti; Yarlagadda, Prasad K. D. V.] Queensland Univ Technol, Sci & Engn Fac, Brisbane, Qld, Australia; [Lai, Chih-Hung; Chu, Chih-Ming] Natl Dong Hwa Univ, Dept Comp Sci & Informat Engn, Hualien, Taiwan; [Chen, Chih-Hui] St Frans Xavier High Sch, Dept Comp Sci, Taoyuan, Taiwan; [Ioannou, Andri; Makridou, Eria] Cyprus Univ Technol, Cyprus Interact Lab, 30 Archbishop Kyprianou Str, CY-3036 Lemesos, Cyprus; [Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Ramli, Aini Aziziah; Ibrahim, Nor Hasniza; Yusof, Farahwahida Mohd; Surif, Johari] Univ Teknol Malaysia, Fac Educ, Skudai, Malaysia; [Rasul, Mohamad Sattar; Zahriman, Norsalehan; Halim, Lilia] Univ Kebangsaan Malaysia, Ukm Bangi 43600, Selangor Darul, Malaysia; [Abd Rauf, Roseamnah] Univ Malaya, Kuala Lumpur 50603, Malaysia; [Bancroft, Senetta F.] Southern Illinois Univ, 625 Wham Dr,Mail Code 4610, Carbondale, IL 62901 USA; [Dalvi, Tejaswini S.] Univ Massachusetts, Ctr Sci & Math Context, Boston, MA 02125 USA; [Dalvi, Tejaswini S.] Univ Massachusetts, Dept Curriculum & Instruct, Boston, MA 02125 USA; [Stohlmann, Micah] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Morton, Terrell R.] Univ Missouri, Coll Educ, Learning Teaching & Curriculum Dept, Columbia, MO 65211 USA; [Parsons, Eileen C.] Univ N Carolina, Sch Educ, Sci Educ, Chapel Hill, NC 27515 USA; [Simoncini, Kym] Univ Canberra, STEM Educ Res Ctr, Bruce, ACT 2617, Australia; [Lasen, Michelle] James Cook Univ, Cairns, Qld, Australia; [Boyd, Monica] Univ Toronto, Dept Sociol, 725 Spadina Ave, Toronto, ON M5S 2J4, Canada; [Tian, Siyue] Environ Analyt, Toronto, ON, Canada; [Jorgenson, Simon] Univ Vermont, Dept Educ, Burlington, VT 05405 USA; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA; [Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA USA; [Banack, Hartley] Univ British Columbia, Dept Curriculum & Pedag, Fac Educ, Vancouver, BC, Canada; [Teeple, Jamie E.] Ohio State Univ, Educ Studies, Columbus, OH 43210 USA; [Chesky, Nataly] SUNY Coll New Paltz, New Paltz, NY 12561 USA; [Goldstein, Rebecca A.] Montclair State Univ, Secondary & Special Educ, Montclair, NJ 07043 USA; [Goldstein, Rebecca A.] Montclair State Univ, Montclair, NJ 07043 USA; [McGuire, Chad J.] Univ Massachusetts Dartmouth, Dept Publ Policy, Environm Policy, Dartmouth, MA 02747 USA; [Kayumova, Shakhnoza] Univ Massachusetts Dartmouth, STEM Educ & Teacher Dev, Dartmouth, MA 02747 USA; [Brigati, Jennifer] Maryville Coll, Div Nat Sci, Biol, 108 Sutton Sci Ctr,502 E Lamar Alexander Pkwy, Maryville, TN 37804 USA; [Barrett, Rainier; Gandhi, Heta A.; White, Andrew D.] Univ Rochester, Dept Chem Engn, Rochester, NY 14627 USA; [Naganathan, Anusha; Daniels, Danielle; Zhang, Yang; Onwunaka, Chibueze; Luehmann, April] Univ Rochester, Warner Sch Educ, Rochester, NY 14627 USA; [Azman, Mohamed Nor Azhari; Sharif, Aisyah Mohamad; Balakrishnan, Balamuralithara; Yaacob, Mohd Ikhwan Hadi; Baharom, Sadiah; Zain, Haniza Hanim Mohd; Muthalib, Fadhil Harfiez Abdul; Samara, Nuramalina] Univ Pendidikan Sultan Idris, Tanjong Malim 35900, Perak, Malaysia; [Parmin] Univ Negeri Semarang, Sekaran Campus, Gunungpati 50229, Semarang, Indonesia; [Gibbons, Rebecca E.; Raker, Jeffrey R.] Univ S Florida, Dept Chem, 4202 East Fowler Ave,CHE 205, Tampa, FL 33620 USA; [Villafane, Sachel M.] Calif State Univ Fullerton, Dept Chem & Biochem, Fullerton, CA 92634 USA; [Stains, Marilyne] Univ Nebraska Lincoln, Dept Chem, Lincoln, NE USA; [Murphy, Kristen L.] Univ Wisconsin Milwaukee, Dept Chem & Biochem, Milwaukee, WI USA; [Novak, Elena; Wisdom, Sonya] Kent State Univ, Sch Lifespan Dev & Educ Sci, 150 Terrace Dr,POB 5190, Kent, OH 44242 USA; [Shiau, Steven J. H.; Juang, Jer-Nan] Natl Cheng Kung Univ, Dept Engn Sci, 1 Univ Rd, Tainan 701, Taiwan; [Shiau, Steven J. H.; Yang, Chia-Lee] Natl Ctr High Performance Comp, 7,R&D Rd VI, Hsinchu 30076, Taiwan; [Huang, Chi-Yo] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei 106, Taiwan; [Sorby, Sheryl] Univ Cincinnati, Dept Engn Educ, Cincinnati, OH 45220 USA; [Veurink, Norma] Michigan Technol Univ, Engn Fundamentals Dept, Houghton, MI 49931 USA; [Streiner, Scott] Rowan Univ, Expt Engn Educ Dept, Glassboro, NJ USA; [Margulieux, Lauren E.] Georgia State Univ, Learning Technol Div, Atlanta, GA 30302 USA; [Catrambone, Richard; Schaeffer, Laura M.] Georgia Inst Technol, Atlanta, GA 30332 USA; [Kim, ChanMin; Vasconcelos, Lucas; Shin, Minyoung; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA; [Yuan, Jiangmei] West Virginia Univ, Coll Educ & Human Serv, Morgantown, WV 26506 USA; [Sanchez Carracedo, Fermin; Soler, Antonia; Martin, Carme; Lopez, David; Ageno, Alicia; Cabre, Jose; Garcia, Jordi; Aranda, Joan; Gibert, Karina] UPC, BarcelonaTech, Barcelona Sch Informat, Barcelona, Spain; [Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA; [Jackson, Christa; Delaney, Ashley] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Mohr-Schroeder, Margaret J.; Putnam, Lydia] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA; [Bush, Sarah B.] Univ Cent Florida, Sch Teaching Learning & Leadership, Coll Educ & Human Performance, POB 161250, Orlando, FL 32816 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA; [Cavalcanti, Maureen] Ohio State Univ, Coll Med, 370 W 9th Ave, Columbus, OH 43210 USA; [Schroeder, D. Craig] Fayette Cty Publ Sch, 1224 Kannapolis Pl, Lexington, KY 40513 USA; [Cremeans, Chaise] Morehead State Univ, 4156 Starrush Pl, Lexington, KY 40509 USA; [Lee, Stephen; Crane, Brian R.; Ruttledge, Thomas; Guelce, Dominique; Yee, Estella F.; Lenetsky, Michael; Caffrey, Matthew; Johnsen, Walter De Ath; Lin, Anthony; Lu, Shuting; Rodriguez, Marc-Anthony; Wague, Aboubacar; Wu, Kane] Cornell Univ, Dept Chem & Chem Biol, Ithaca, NY 14853 USA; [Kayumova, Shakhnoza] Univ Massachusetts, N Dartmouth, MA 02747 USA; [Zhang, Wenbo] Rhode Isl Sch Design, Providence, RI 02903 USA; [Scantlebury, Kathryn] Univ Delaware, Newark, DE USA; [Hossain, Zahid] Stanford Univ, Comp Sci, Bioengn, 450 Serra Mall, Stanford, CA 94305 USA; [Bumbacher, Engin; Blikstein, Paulo] Stanford Univ, Sch Educ, 450 Serra Mall, Stanford, CA 94305 USA; [Brauneis, Alison] Stanford Univ, Digital Learning Strategy, 450 Serra Mall, Stanford, CA 94305 USA; [Diaz, Monica] Stanford Univ, Engn & Prod, 450 Serra Mall, Stanford, CA 94305 USA; [Saltarelli, Andy] Stanford Univ, VPTL Teaching Practice, 450 Serra Mall, Stanford, CA 94305 USA; [Riedel-Kruse, Ingmar H.] Stanford Univ, Bioengn, 450 Serra Mall, Stanford, CA 94305 USA; [Bell, Dawne] Univ Lancaster, Lancaster LA1 4YW, England; [Morrison-Love, David] Univ Glasgow, St Andrews Bldg,11 Eldon St, Glasgow G3 6NH, Lanark, Scotland; [Wooff, David] Edge Hill Univ, St Helens Rd, Ormskirk L39 4QP, Lancs, England; [McLain, Matt] Liverpool John Moores Univ, IM Marsh Campus,Mossley Hill Rd, Liverpool L17 6DB, Merseyside, England; [Goralnik, Lissy] Michigan State Univ, Dept Community Sustainabil, Environm Studies & Community Engagement, 480 Wilson Rd 151, E Lansing, MI 48824 USA; [Thorp, Laurie] Michigan State Univ, 480 Wilson Rd 151, E Lansing, MI 48824 USA; [Rickborn, Alissa] Oregon State Univ, Integrat Biol, Corvallis, OR 97331 USA; [Gunckel, Kristin L.; Tolbert, Sara] Univ Arizona, Dept Teaching Learning & Sociocultural Studies, 1430 E 2nd St,POB 210069, Tucson, AZ 85721 USA; 0; [Korkmaz, Fahrettin] Minist Natl Educ, Gaziantep, Turkey; [Kohn, Cory; Wiser, Michael J.; Pennock, Robert T.; Smith, James J.; Mead, Louise S.] Michigan State Univ, BEACON Ctr Study Evolut Act, E Lansing, MI 48824 USA; [Kohn, Cory; Smith, James J.; Mead, Louise S.] Michigan State Univ, Dept Integrat Biol, E Lansing, MI 48824 USA; [Kohn, Cory; Wiser, Michael J.; Pennock, Robert T.; Smith, James J.; Mead, Louise S.] Michigan State Univ, Program Ecol Evolutionary Biol & Behav, E Lansing, MI 48824 USA; [Pennock, Robert T.; Smith, James J.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA; [Pennock, Robert T.] Michigan State Univ, Dept Philosophy, E Lansing, MI 48824 USA; [Pennock, Robert T.] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA; [Smith, James J.] Michigan State Univ, Dept Entomol, E Lansing, MI 48824 USA; [Giordano, Sara] Univ Calif Davis, Gender Sexual & Womens Studies, Hart Hall, Davis, CA 95616 USA; [Cedillo, Stacia] Univ Texas Austin, 1912 Speedway Stop, Austin, TX 78712 USA; [Ariel, Robert] Virginia Wesleyan Univ, Virginia Beach, VA USA; [Lembeck, Natalie A.; Moffat, Scott; Hertzog, Christopher] Georgia Inst Technol, Atlanta, GA 30332 USA; [Braun, Derek C.; Solomon, Caroline M.; Majocha, Megan; Davenport, Zachary; Kushalnagar, Raja S.; Gormally, Cara] Gallaudet Univ, Dept Sci Technol & Math, Washington, DC 20002 USA; [Clark, M. Diane; Marchut, Amber E.] Lamar Univ, Deaf Studies & Deaf Educ, Beaumont, TX 77710 USA; [Listman, Jason; Hauser, Peter C.] Rochester Inst Technol, Natl Tech Inst Deaf, Rochester, NY 14623 USA; [Chadwick, Cary; Dickson, David; Arnold, Chester] Univ Connecticut, Dept Extens, Haddam, CT 06438 USA; [Cisneros, Laura; Volin, John] Univ Connecticut, Dept Nat Resources & Environm, Storrs, CT USA; [Campbell, Todd; Moss, David; Rodriguez, Laura] Univ Connecticut, Neag Sch Educ, Storrs, CT USA; [Mallinson, Christine] Univ Maryland Baltimore Cty, Sherman Hall 404,1000 Hilltop Circle, Baltimore, MD 21250 USA; [Hudley, Anne H. Charity] Univ Calif Santa Barbara, 3432 South Hall, Santa Barbara, CA 93106 USA; [Pattison, Scott A.] TERC, Boston, MA 02140 USA; [Gontan, Ivel] Fleet Sci Ctr, San Diego, CA USA; [Ramos-Montanez, Smirla] Oregon Museum Sci & Ind, Portland, OR USA; [Moreno, Lauren] Catalysis LLC, Portland, OR USA; [Bowe, Brian; Harding, Rachel] Dublin Inst Technol, Dublin, Ireland; [Thuneberg, H. M.; Salmi, H. S.] Univ Helsinki, Fac Educ Sci, FI-00014 Helsinki, Finland; [Bogner, F. X.] Univ Bayreuth, Z MNU Ctr Sci & Math Educ, Chair Biol Educ, Univ Campus,NW 1, D-95447 Bayreuth, Germany; [Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc HIVA, Res Grp Educ & Labour Market, Louvain, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, Microelect & Sensors, MICAS, Louvain, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Louvain, Belgium; [Thibaut, Lieve] Res Grp Educ & Labour Market, Parkstr 47,Box 5300, B-3000 Louvain, Belgium; [Higgins, Marc] Univ Alberta, Edmonton, AB T6G 2R3, Canada; [Wallace, Maria F. G.] Millsaps Coll, Jackson, MS 39210 USA; [Bazzul, Jesse] Univ Regina, Regina, SK, Canada; [Higgins, Marc] Univ Alberta, Edmonton, AB, Canada; [Wallace, Maria F. G.] Millsaps Coll, Jackson, MS 39210 USA; [Bazzul, Jesse] Univ Regina, Regina, SK, Canada; [Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia; [Gough, Noel] La Trobe Univ, Sch Educ, Melbourne Campus, Melbourne, Vic 3086, Australia; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA; [Kanipes, Margaret I.] North Carolina A&T State Univ, Dept Chem, Univ Honors Program, Greensboro, NC 27411 USA; [Kanipes, Margaret I.] North Carolina A&T State Univ, STEM Ctr Excellence Act Learning, Greensboro, NC 27411 USA; [Byrd, Goldie S.] North Carolina A&T State Univ, Dept Biol, Greensboro, NC 27411 USA; [Byrd, Goldie S.] North Carolina A&T State Univ, Ctr Outreach Alzheimers Aging & Community Hlth, Greensboro, NC 27411 USA; [Cook, Susan B.] Ocean Observing Syst Comm, Marine Educ, Ocean Explorat, Ft Pierce, FL USA; [Cook, Susan B.] ORCA, Ft Pierce, FL 34949 USA; [Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Canty, Donal] Univ Limerick, Limerick, Ireland; [Holmlund, Tamara D.; Lesseig, Kristin; Slavit, David] Washington State Univ, 14204 NE Salmon Creek Ave, Vancouver, WA 98686 USA; [Ito, Tiffany A.; McPherson, Erin] Univ Colorado, Dept Psychol & Neurosci, Boulder, CO 80309 USA; [Kelly, Susan Meabh] Ocean Bridge, Bridgewater, CT USA; [Kelly, Susan Meabh] Univ Connecticut, Storrs, CT USA; [Perry, Tony] Lemelson MIT Program, Cambridge, MA USA; [Perry, Tony] Texas Tech Univ, Lubbock, TX USA; [Grinnell, Frederick] UT Southwestern Med Ctr, Dept Cell Biol, Dallas, TX 75390 USA; [Dalley, Simon] Southern Methodist Univ, Dept Phys, Dallas, TX USA; [Shepherd, Karen] Plano Independent Sch Dist, Plano, TX USA; [Reisch, Joan] UT Southwestern Med Ctr, Dept Clin Sci, Dallas, TX USA; [Plutzer, Eric] Penn State Univ, 312 Pond Lab, University Pk, PA 16802 USA; [Hannah, A. Lee] Wright State Univ, 3640 Colonel Glenn Hwy,317 Millett Hall, Dayton, OH 45435 USA; [Ibanez, Maria-Blanca; Delgado-Kloos, Carlos] Univ Carlos III Madrid, Madrid, Spain; [Dilli, Selin; Westerhuis, Gerarda] Univ Utrecht, Social & Econ Hist, Drift 6, NL-3512 BS Utrecht, Netherlands; [Casad, Bettina J.; Sullivan, Erin T.; Tierney, Destiny N.; Anderson, Drake A.; Greeley, Paul A.; Fague, Michael A.; Flammang, Brian J.] Univ Missouri, St Louis, MO 63121 USA; [Oyler, Danielle L.] Univ Missouri, Columbia, MO 65211 USA; [McClellan, Erika M.] St Louis Univ, St Louis, MO 63103 USA; [Sanchis-Segura, Carla; Aguirre, Naiara; Cruz-Gomez, Alvaro J.; Solozano, Noemi; Forn, Cristina] Univ Jaume 1, Fac Ciencias Salud, Dept Psicol Basica Clin & Psicobiol, Castellon de La Plana, Spain; [Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA; [Aydin-Gunbatar, Sevgi; Tarkin-Celikkiran, Aysegul; Kutucu, Elif Selcan; Ekiz-Kiran, Betul] Van Yuzuncu Yil Univ, Coll Educ, Math & Sci Educ Dept, TR-65100 Van, Turkey; [Yoon, Ma-byong] Jeonju Univ, Dept Sci Educ, Jeonju, South Korea; [Baek, Je-eun] Wonkwang Univ, Dept Educ, Iksan, South Korea; [Kim, Jin-Ok] Korea Natl Univ Educ, Grad Sch, Dept Technol Educ, Cheongju, South Korea; [Kim, Jinsoo] Korea Natl Univ Educ, Dept Technol Educ, Cheongju, South Korea; [Jamil, Faiza M.] Clemson Univ, Coll Educ, 409-C Tillman Hall, Clemson, SC 29634 USA; [Linder, Sandra M.] Clemson Univ, Coll Educ, 407-F Tillman Hall, Clemson, SC 29634 USA; [Stegelin, Dolores A.] Clemson Univ, Coll Educ, 401-A Tillman Hall, Clemson, SC 29634 USA; [Gucwa, Kevin J.; Cheng, Harry H.] Univ Calif Davis, Dept Mech & Aerosp Engn, Integrat Engn Lab, Davis, CA 95616 USA; [Delen, Ibrahim] Usak Univ, Egitim Fak, Egitim Bilimleri Bolumu, Egitim Programlari & Ogretim ABD, Usak, Turkey; [Uzun, Salih] Usak Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Usak, Turkey; [Tran, Yune] George Fox Univ, 414 N Meridian, Newberg, OR 97132 USA; [Eaton, Carrie Diaz] Bates Coll, Digital & Computat Studies, Lewiston, ME 04240 USA; [Bailey, Luz Marizza] BASIS Scottsdale, Scottsdale, AZ USA; [Tekerek, Mehmet] Kahramanmaras Sutcuimam Univ, Comp Educ & Instruct Technol Dept, Kahramanmaras, Turkey; [Tekerek, Betul] Kahramanmaras Sutcuimam Univ, Math & Sci Educ Dept, Kahramanmaras, Turkey; [Washington, Talitho] Natl Sci Fdn, Div Undergrad Educ, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Nguyen, Tuan D.] Kansas State Univ, Coll Educ, Dept Curriculum & Instruct, Manhattan, KS 66506 USA; [Redding, Christopher] Univ Florida, Coll Educ, Sch Human Dev & Org Studies Educ, Gainesville, FL 32611 USA; [Knaub, Alexis V.; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA; [Fisher, Kathleen Quardokus] Florida Int Univ, Miami, FL 33199 USA; [Appianing, Joseph] Univ North Dakota, Ctr Instruct & Learning Technol, Grand Forks, ND 58202 USA; [Van Eck, Richard N.] Univ North Dakota, Sch Med & Hlth Sci, Teaching & Learning, Grand Forks, ND USA; [Sabanovic, Selma; Francisco, Matthew] Indiana Univ, Sch Informat & Comp, 901 E 10th St, Bloomington, IN 47408 USA; [Gomoll, Andrea; Tolar, Erin; Hmelo-Silver, Cindy E.] Indiana Univ, Sch Educ, 201 N Rose Ave, Bloomington, IN 47405 USA; [Lawlor, Orion] Univ Alaska Fairbanks, Coll Engn & Mines, POB 756660, Fairbanks, AK 99775 USA; [DeGraff, Michel; Stump, Glenda S.] MIT, Cambridge, MA 02139 USA; [DeGraff, Michel] MIT Linguist, 32 Vassar St, Cambridge, MA 02139 USA; [Stump, Glenda S.] MIT Open Learning, 600 Technol Sq, Cambridge, MA 02139 USA\""
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 0-1 数据准备\n",
    "# （勿改动，执行即可） 请观察text文本后再进行答题\n",
    "import pandas as pd\n",
    "df = pd.read_csv(\"WOS_2021.csv\",index_col=[0])\n",
    "df_C1 = df[['PY','C1']]\n",
    "text = '; '.join(df_C1.fillna(\"0\")['C1'].tolist())\n",
    "text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q1（20分） 🌶 易\n",
    "* 查找<font style=\"color:red\">\"China\"</font>的次数\n",
    "\n",
    "--------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "140"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-1 查找\"China\"的次数\n",
    "phrase = \"China\" #请在此作答\n",
    "freq_table_phrase = text.count(phrase)  #请在此作答\n",
    "freq_table_phrase"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q2 （20分） 🌶 易\n",
    "\n",
    "------------\n",
    "* 用英文 <font style=\"color:red\">\"; \\[ \"</font> 拆分,生成list_split列表，每一个句子将成为列表中独立的元素\n",
    "* 答案示例：\n",
    "```\n",
    "['[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA',\n",
    " 'Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA',\n",
    " 'Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA',\n",
    " 'Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA',\n",
    " 'De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada',\n",
    " 'Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada',\n",
    " ...省略]\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA',\n",
       " 'Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA',\n",
       " 'Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA',\n",
       " 'Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA',\n",
       " 'De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada',\n",
       " 'Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada',\n",
       " 'Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada',\n",
       " 'Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, Canada; US Govt Accountabil Off, Washington, DC 20548 USA',\n",
       " 'Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA',\n",
       " 'Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA',\n",
       " 'Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA',\n",
       " 'Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA',\n",
       " 'Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA',\n",
       " 'Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA',\n",
       " 'Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA',\n",
       " 'Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA',\n",
       " 'Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA',\n",
       " 'Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA',\n",
       " 'Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA',\n",
       " 'Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA',\n",
       " 'Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA',\n",
       " 'Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA; Univ N Dakota, Dept Space Studies, Grand Forks, ND 58202 USA',\n",
       " 'Adedokun, Omolola A.; Liu, Jia; Parker, Loran Carleton; Burgess, Wilella] Purdue Univ, Discovery Learning Res Ctr, W Lafayette, IN 47907 USA; Arizona State Univ, Tempe, AZ 85287 USA',\n",
       " 'Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea',\n",
       " 'Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA',\n",
       " 'Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA',\n",
       " 'Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USA',\n",
       " 'Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA',\n",
       " 'Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA',\n",
       " 'Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA',\n",
       " 'Pietsch, Renee B.; Schmale, David G., III] Virginia Tech, Dept Plant Pathol Physiol & Weed Sci, Blacksburg, VA 24061 USA',\n",
       " 'Bohland, Cynthia L.] Roanoke Valley Governors Sch Sci & Technol, Roanoke, VA USA',\n",
       " 'Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan',\n",
       " 'Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan',\n",
       " 'Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan',\n",
       " 'Whannell, Robert; Tobias, Stephan] Univ New England, Armidale, NSW 2351, Australia',\n",
       " 'de la Torre Cantero, Jorge; Luis Saorin, Jose] Univ La Laguna, Engn Graph Area, Tenerife 38204, Islas Canarias, Spain',\n",
       " 'Melian, Damari; Meier, Cecile] La Laguna Univ ULL, Fac Educ, San Cristobal la Laguna, Spain',\n",
       " 'Huang, Po-Hsin; Chiu, Ming-Chuan; Hwang, Sheue-Ling] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan',\n",
       " 'Wang, Jan-Li] Natl Appl Res Labs, Natl Ctr High Performance Comp, Hsinchu 30076, Taiwan',\n",
       " 'Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA',\n",
       " 'Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA',\n",
       " 'Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA',\n",
       " 'Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA',\n",
       " 'Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia',\n",
       " 'Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA',\n",
       " 'Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USA',\n",
       " 'Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA',\n",
       " 'Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA',\n",
       " 'Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia',\n",
       " 'Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia',\n",
       " 'Goldfien, Andrea C.; Badway, Norena Norton] NSF ATE Targeted Res Tech Educ, 102 Amelia Way, Novato, CA 94949 USA',\n",
       " 'Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA',\n",
       " 'Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA',\n",
       " 'Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey',\n",
       " 'Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey',\n",
       " 'Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey',\n",
       " 'Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey',\n",
       " 'Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA',\n",
       " 'Shelton, Brett] Boise State Univ, Boise, ID 83725 USA',\n",
       " 'Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA',\n",
       " 'Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand',\n",
       " 'Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " 'Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA',\n",
       " 'Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece',\n",
       " 'Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA',\n",
       " 'Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon',\n",
       " 'Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China',\n",
       " 'English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia',\n",
       " 'Li, S.; Ernst, J. V.] Virginia Tech, Sch Educ, Integrat STEM Educ, 366 Smyth Hall, Blacksburg, VA 24061 USA',\n",
       " 'Williams, T. O.] Virginia Tech, Sch Educ, Special Educ, Blacksburg, VA 24061 USA',\n",
       " 'Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA',\n",
       " 'Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA',\n",
       " 'Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA',\n",
       " 'Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA',\n",
       " 'Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA',\n",
       " 'Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA',\n",
       " 'Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA; 0',\n",
       " 'Anderson, Margery K.; Tenenbaum, Laura S.; Ramadorai, Swati B.; Yourick, Debra L.] Walter Reed Army Inst Res, 503 Robert Grant Ave Rm 1A22, Silver Spring, MD 20910 USA',\n",
       " 'Tenenbaum, Laura S.] Walter Reed Army Inst Res, Sch Psychol, Silver Spring, MD 20910 USA',\n",
       " 'Ramadorai, Swati B.] Walter Reed Army Inst Res, Educ Outreach, Silver Spring, MD 20910 USA',\n",
       " 'Yourick, Debra L.] Walter Reed Army Inst Res, Sci Educ & Strateg Commun, Silver Spring, MD 20910 USA',\n",
       " 'Cook, G.] Oklahoma State Univ, Ctr Hlth Sci, Anat Cell Biol, Tulsa, OK 74106 USA',\n",
       " 'Arrieta, Diane] Florida Atlantic Univ, Jupiter, FL 33458 USA',\n",
       " 'Kern, Jacqueline] Palm Beach State Coll, Palm Beach Gardens, FL 33410 USA',\n",
       " 'Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA',\n",
       " 'Poland, Susan] George Mason Univ, 4400 Univ Dr,MS4D1, Fairfax, VA 22036 USA',\n",
       " 'Plevyak, Linda] Univ Cincinnati, Cincinnati, OH 45220 USA',\n",
       " 'Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England',\n",
       " 'Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA',\n",
       " 'Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA',\n",
       " 'Rossi, Dara] Southern Methodist Univ, Dallas, TX 75275 USA',\n",
       " 'Gonzales, A. N.; Van Tuyl, L.; Martinez, B.; Baluch, D. P.] Arizona State Univ, Sch Life Sci, Tempe, AZ USA',\n",
       " 'Hasper, E.; Windhorst, R. A.] Arizona State Univ, Sch Space & Earth Explorat, Tempe, AZ USA',\n",
       " 'Hedgpeth, T.] Arizona State Univ, Disabil Resource Ctr, Tempe, AZ USA',\n",
       " 'Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA; Colorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA',\n",
       " 'Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " 'Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA',\n",
       " 'Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA',\n",
       " 'Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA',\n",
       " 'Snipes, Vincent T.] Winston Salem State Univ, Dept Math, Winston Salem, NC 27110 USA',\n",
       " 'Atkinson, Alvin] Winston Salem State Univ, Ctr Community Safety, Winston Salem, NC 27110 USA',\n",
       " 'Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA',\n",
       " 'Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA',\n",
       " 'Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA',\n",
       " 'Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA',\n",
       " 'Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA; Bayer Corp, Pittsburgh, PA 15205 USA',\n",
       " 'Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA',\n",
       " 'Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA',\n",
       " 'Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA',\n",
       " 'Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA',\n",
       " 'Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA',\n",
       " 'Winters, John V.] IZA, Bonn, Germany; Claremont Grad Univ, Claremont, CA 91711 USA',\n",
       " 'Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA',\n",
       " 'Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA',\n",
       " 'Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA',\n",
       " 'Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA',\n",
       " 'Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA',\n",
       " 'Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA',\n",
       " 'Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA',\n",
       " 'Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA',\n",
       " 'Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA',\n",
       " 'Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA',\n",
       " 'Khatri, Raina; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA',\n",
       " 'Froyd, Jeff] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Deards, Kiyomi D.] Univ Nebraska, Dept Res & Instruct Serv, Lincoln, NE 68506 USA',\n",
       " 'Burks, Raychelle] Doanne Coll, Dept Chem, Crete, NE 68333 USA',\n",
       " 'Warner, Isiah M.; Crawford, Melissa; Wilson, Zakiya; Wright, Ashleigh; Thomas, Gloria] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA',\n",
       " 'Pang, Su-Seng; Li, Guoqiang] Louisiana State Univ, Dept Mech & Ind Engn, Baton Rouge, LA 70803 USA',\n",
       " 'Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA',\n",
       " 'Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India',\n",
       " 'Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA',\n",
       " 'Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA',\n",
       " 'Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA; 0; Jerusalem Coll, IL-91160 Jerusalem, Israel; 0; Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA; Penn State Univ, Behrend Coll, Erie, PA 16563 USA; 0',\n",
       " 'Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA',\n",
       " 'Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA',\n",
       " 'Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA',\n",
       " 'Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA',\n",
       " 'Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USA',\n",
       " 'Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " 'Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan',\n",
       " 'Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " 'Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan',\n",
       " 'Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan',\n",
       " 'Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " 'Chen, Chien-fei] Univ Tennessee, NSF DOE Engn Res Ctr CURENT, Knoxville, TN 37996 USA',\n",
       " 'Tomsovic, Kevin] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA',\n",
       " 'Aydeniz, Mehmet] Univ Tennessee, Theory & Practice Teacher Educ, Knoxville, TN 37996 USA',\n",
       " 'Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA',\n",
       " 'Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA',\n",
       " 'Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA',\n",
       " 'Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA; 0',\n",
       " 'Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " 'Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
       " 'Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia',\n",
       " 'Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia',\n",
       " 'Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia',\n",
       " 'Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia',\n",
       " 'Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Osman, Kamisah] Natl Univ Malaysia, Bangi, Malaysia',\n",
       " 'Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Dickerson, Daniel L.] Old Dominion Univ, STEM Educ & Profess Studies, Norfolk, VA 23529 USA',\n",
       " 'Eckhoff, Angela; Chappell, Shanan; Hathcock, Stephanie] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " 'Stewart, Craig O.] Univ Memphis, Memphis, TN 38152 USA',\n",
       " 'Cwikla, Julie] CISSTEM Ctr Integrat Studies STEM, Mobile, AL 36688 USA',\n",
       " 'Cwikla, Julie] Univ S Alabama, Mobile, AL 36688 USA',\n",
       " 'Milroy, Scott] Univ So Mississippi, Stennis Space Ctr, MS 39529 USA',\n",
       " 'Reider, David] Educ Design Inc, Newtonville, MA 02460 USA',\n",
       " 'Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA',\n",
       " 'Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA',\n",
       " 'Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA',\n",
       " 'Janelle, Donald G.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " 'Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA',\n",
       " 'Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " 'Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA',\n",
       " 'Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China',\n",
       " 'Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA',\n",
       " 'Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Vercellotti, Sharon; Vercellotti, John] V LABS INC, Covington, LA 70433 USA',\n",
       " 'Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Pollard, David A.; Snipes, Vincent T.; Atkinson, Alvin] Winston Salem State Univ, Winston Salem, NC 27110 USA; Calif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USA',\n",
       " 'Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA',\n",
       " 'Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " 'Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA',\n",
       " 'Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA',\n",
       " 'Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA',\n",
       " 'Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA',\n",
       " 'Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA',\n",
       " 'Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA',\n",
       " 'Muindi, Fanuel] MIT, Cambridge, MA 02139 USA',\n",
       " 'Guha, Moytrayee] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA',\n",
       " 'Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA',\n",
       " 'Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA',\n",
       " 'Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA',\n",
       " 'Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " 'Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia',\n",
       " 'Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA',\n",
       " 'Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA',\n",
       " 'Ayar, Mehmet C.] TUBITAK, Ankara, Turkey',\n",
       " 'Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey',\n",
       " 'Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA',\n",
       " 'Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada',\n",
       " 'Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " 'Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France',\n",
       " 'Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA',\n",
       " 'Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA',\n",
       " 'Wolfe, Harvey; Besterfield-Sacre, Mary; Shuman, Larry J.] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " 'Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey',\n",
       " 'Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA',\n",
       " 'Talaue, Frederick Toralballa] Nanyang Technol Univ, Singapore 637616, Singapore',\n",
       " 'Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia; 0',\n",
       " 'Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA',\n",
       " 'Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA',\n",
       " 'MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA',\n",
       " 'Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA',\n",
       " 'Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA',\n",
       " 'Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA',\n",
       " 'Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA',\n",
       " 'Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA',\n",
       " 'Doyle, Kari M. H.] Bay Sch San Francisco, San Francisco, CA 94129 USA',\n",
       " 'Vale, Ronald D.] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA',\n",
       " 'Vale, Ronald D.] Univ Calif San Francisco, Howard Hughes Med Inst, San Francisco, CA 94158 USA',\n",
       " 'Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USA',\n",
       " 'Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA',\n",
       " 'Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " 'Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA',\n",
       " 'Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA',\n",
       " 'Towns, Marcy] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA',\n",
       " 'Thompson, John] Univ Maine, Dept Phys & Astron, Orono, ME 04469 USA',\n",
       " 'Christensen, Warren] N Dakota State Univ, Dept Phys, Frgo, ND 58108 USA',\n",
       " 'Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, San Diego, CA 92120 USA',\n",
       " 'Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA',\n",
       " 'Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA',\n",
       " 'Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA; Bilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey; Hampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA; Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA',\n",
       " 'Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA',\n",
       " 'Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA',\n",
       " \"McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA\",\n",
       " 'McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA',\n",
       " 'McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA',\n",
       " \"O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA\",\n",
       " 'Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA',\n",
       " 'Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA',\n",
       " 'Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA',\n",
       " 'Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA; 0; 0',\n",
       " 'Ampaw, Frim; Partlo, Margaret] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " 'Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; 0; 0',\n",
       " 'Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA',\n",
       " 'Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA',\n",
       " 'Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA',\n",
       " 'Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA',\n",
       " 'Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany',\n",
       " 'Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany; 0',\n",
       " 'Gandhi, Eshani; Orgill, MaryKay; Schrader, P. G.] Univ Nevada, Dept Chem, Las Vegas, NV 89154 USA',\n",
       " 'Kukreti, Anant R.] Univ Cincinnati, Sch Energy Environm Biol & Med Engn, Cincinnati, OH 45221 USA',\n",
       " 'Maltbie, Catherine V.] Univ Cincinnati, Coll Educ, Criminal Justice & Human Serv Evaluat Serv Ctr, Cincinnati, OH 45221 USA',\n",
       " 'Tower, Roger] Independence Sci, W Lafayette, IN 47906 USA',\n",
       " 'Bakhiet, Raga] Southwestern Coll, Chula Vista, CA USA',\n",
       " 'Carcia, Theresa] SDSU, Coll Engn, San Diego, CA USA',\n",
       " 'Alvarez, Rafael] SDCC, San Diego, CA USA',\n",
       " 'Dutnall, Robert N.] Univ San Diego, Dept Chem & Biochem, San Diego, CA 92110 USA',\n",
       " 'Banner, Valentyna; Booker, Aja; Vizzo, Emily; Kane, Christine] San Diego Global Vis Acad, San Diego, CA USA',\n",
       " 'Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark',\n",
       " 'Ryan, Melissa S.] Ocean Technol Fdn, Mystic, CT 06355 USA; 0',\n",
       " 'Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA',\n",
       " 'McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA',\n",
       " 'Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA',\n",
       " 'Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan',\n",
       " 'Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan',\n",
       " 'Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan',\n",
       " 'Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA',\n",
       " 'Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA',\n",
       " 'Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA',\n",
       " 'Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA',\n",
       " 'Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA',\n",
       " 'Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA',\n",
       " 'Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA',\n",
       " 'Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden',\n",
       " 'Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden',\n",
       " 'Hudson, Peter; English, Lyn D.] Fac Educ, Sch Curriculum, Brisbane, Qld, Australia',\n",
       " 'Dawes, Les] Fac Sci & Engn, Sch Earth Environm & Biol Sci, Brisbane, Qld, Australia',\n",
       " 'Martinez, Edward; Lindline, Jennifer; Petronis, Michael S.] New Mexico Highlands Univ, Nat Resource Management Dept, Las Vegas, NM 87701 USA',\n",
       " 'Pilotti, Maura] New Mexico Highlands Univ, Dept Social & Behav Sci, Las Vegas, NM 87701 USA',\n",
       " 'Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " 'Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; Univ Alabama, Huntsville, AL USA',\n",
       " 'Hudson, Peter; English, Lyn D.; Dawes, Les; Macri, Jo] Queensland Univ Technol, Kelvin Grove, Qld 4059, Australia',\n",
       " 'Ashe, Colin A.; Yaron, David J.; Chase, Catherine; Adamson, David] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA',\n",
       " 'Carter, W. Craig] MIT, Cambridge, MA 02139 USA',\n",
       " 'Bartolo, Laura] Kent State Univ, Kent, OH 44242 USA',\n",
       " 'Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " 'Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " 'Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA',\n",
       " 'Francom, Greg] No State Univ, Aberdeen, SD 57401 USA',\n",
       " 'Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA',\n",
       " 'Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA',\n",
       " 'Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA',\n",
       " 'Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA',\n",
       " 'Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA; 0',\n",
       " 'Yu, Chong Ho; DiGangi, Samuel; Jannasch-Pennell, Angel] Arizona State Univ, Appl Learning Technol Inst, Scottsdale, AZ 85257 USA',\n",
       " 'Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA',\n",
       " 'Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA',\n",
       " 'Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA',\n",
       " 'Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA',\n",
       " 'Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA',\n",
       " 'Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA',\n",
       " 'Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA',\n",
       " 'Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA',\n",
       " 'Meyers, Kerry L.; Goodrich, Victoria; Brockman, Jay] Univ Notre Dame, Notre Dame, IN 46556 USA',\n",
       " 'Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA',\n",
       " 'Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA',\n",
       " 'Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway',\n",
       " 'Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; Robert Gordon Univ, Inst Innovat Design & Sustainabil Res, Aberdeen AB10 7QD, Scotland',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',\n",
       " 'Riga, Alan T.] Cleveland State Univ, Dept Chem, Coll Sci & Hlth Profess, Cleveland, OH 44115 USA',\n",
       " 'Matthews, M. Ellen] Buckeye Pharmaceut, Beachwood, OH 44122 USA',\n",
       " 'Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA',\n",
       " 'Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA',\n",
       " 'Rule, Gordon] Carnegie Mellon Univ, Dept Biol Sci, Pittsburgh, PA 15213 USA',\n",
       " 'Bajzek, Diana] Carnegie Mellon Univ, Off Technol Educ, Pittsburgh, PA 15213 USA',\n",
       " 'Goodman, Anya] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA',\n",
       " 'Kessler, Aaron] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15213 USA',\n",
       " 'Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA',\n",
       " 'Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA',\n",
       " 'Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USA',\n",
       " 'Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA',\n",
       " 'Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USA',\n",
       " 'Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA',\n",
       " 'Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA',\n",
       " 'Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA',\n",
       " 'Kaufman, Senator Edward E.] US Senate, Washington, DC 20510 USA',\n",
       " 'Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA',\n",
       " 'Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany; 0',\n",
       " 'Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA',\n",
       " 'Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA',\n",
       " 'Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA',\n",
       " 'Woodard, Lisa J.] Washington State Univ, Coll Pharm, Dept Pharmacotherapy, Spokane, WA 99210 USA',\n",
       " 'Wilson, Judith S.] San Joaquin Cty Off Educ, Stockton, CA USA',\n",
       " 'Blankenship, James] Univ Pacific, Thomas J Long Sch Pharm & Hlth Sci, Stockton, CA 95211 USA',\n",
       " 'Lindsey, Marti] Univ Arizona, Coll Pharm, Tucson, AZ 85721 USA; Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England',\n",
       " 'English, Lyn D.; Hudson, Peter] Queensland Univ Technol, Sch Math Sci & Technol Educ, Brisbane, Qld 4001, Australia',\n",
       " 'Dawes, Les] Queensland Univ Technol, Sch Urban Dev, Brisbane, Qld 4001, Australia; Soc Mfg Engineers SME Educ Fdn, Dearborn, MI USA',\n",
       " 'Denker, S. P.; Lindburg, L.] BayBio Inst, San Francisco, CA USA; 0',\n",
       " 'Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA',\n",
       " 'Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA',\n",
       " 'Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA',\n",
       " 'Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA; Battelle Mem Inst, Columbus, OH 43201 USA; 0; Battelle Mem Inst, Columbus, OH 43201 USA; 0',\n",
       " 'Riechert, Susan E.] Univ Tennessee, Knoxville, TN 37996 USA',\n",
       " 'Post, Brian K.] Georgia Inst Technol, Sch Mech Engn, Atlanta, GA 30318 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA',\n",
       " 'Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA',\n",
       " 'Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA',\n",
       " 'Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England; 0',\n",
       " 'Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA',\n",
       " 'Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA; 0',\n",
       " 'Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA',\n",
       " 'Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA',\n",
       " 'George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA',\n",
       " 'Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA',\n",
       " 'Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA; 0; 0; Cornell Univ, Ithaca, NY 14853 USA',\n",
       " 'Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA',\n",
       " 'Amato-Henderson, Susan] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA',\n",
       " 'Lehman, John B.] Michigan Technol Univ, Enrollment Serv, Houghton, MI 49931 USA',\n",
       " 'Cattelino, Peter] Michigan Technol Univ, YES, Expo Program, Houghton, MI 49931 USA',\n",
       " 'Cattelino, Peter] Michigan Technol Univ, YES, Educ Program, Houghton, MI 49931 USA; 0; 0',\n",
       " 'Narum, Jeanne L.] Independent Coll Off, Project Kaleidoscope, Washington, DC 20036 USA; 0; 0; 0; 0; 0; Univ Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand',\n",
       " 'Strozak, Victor S.] CUNY, Ctr Adv Study Educ, Grad Ctr, New York, NY 10016 USA; Georgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA; Univ Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands; Phoeniz Zoo, Phoenix, AZ 85008 USA; Penn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA',\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP Syst Neurosci Lab, El Paso, TX 79968 USA\",\n",
       " \"D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Biol Educ Res Grp, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Dept Biol Sci, 500 W Univ Ave,Biosci Bldg, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Border Biomed Res Ctr, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP PERSIST Brain Mapping & Connect Teaching Lab, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Bldg SCHOLARS Program, El Paso, TX 79968 USA\",\n",
       " 'Khan, Arshad M.] Univ Texas El Paso, UTEP RISE Program, El Paso, TX 79968 USA',\n",
       " 'Khan, Arshad M.] Univ Texas El Paso, UTEP Neurosci Bachelor Sci Degree Program, El Paso, TX 79968 USA',\n",
       " \"D'Alessio, Matteo] Univ Mississippi, Dept Civil Engn, 204 Carrier Hall, University, MS 38677 USA\",\n",
       " 'Rushing, Grace] Univ Mississippi, Dept Civil Engn, 202 Carrier Hall, University, MS 38677 USA',\n",
       " 'Gray, Tiffany L.] Univ Mississippi, Div Outreach & Continuing Educ, Jackson Ave Ctr, University, MS 38677 USA',\n",
       " 'Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Univ, Dept Chem, 1515 Pierce Dr, Atlanta, GA 30322 USA',\n",
       " 'Charkoudian, Louise K.] Haverford Coll, Dept Chem, Haverford, PA 19041 USA',\n",
       " 'Le, Benjamin] Haverford Coll, Dept Psychol, Haverford, PA 19041 USA',\n",
       " 'Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA',\n",
       " 'Vinje, Hilde; Almoy, Trygve; Froslie, Kathrine Frey; Saebo, Solve] Norwegian Univ Life Sci, Fac Chem Biotechnol & Food Sci, Christian Magnus Falsens Vei 1, N-1433 As, Norway',\n",
       " 'Brovold, Helge] Norwegian Univ Sci & Technol, Nat Ctr Sci Recruitment, Trondheim, Norway',\n",
       " 'Bacovic, Maja; Pejovic, Bojan] Univ Montenegro, Fac Econ, Podgorica, Montenegro',\n",
       " 'Andrijasevic, Zivko] Univ Montenegro, Fac Philosophy, Podgorica, Montenegro',\n",
       " 'Lin, Chun-Hung] Chung Yuan Christian Univ, Ctr Teacher Educ, Taoyuan, Taiwan',\n",
       " 'Yu, Chih-Chang] Chung Yuan Christian Univ, Dept Informat & Comp Engn, Taoyuan, Taiwan',\n",
       " 'Shih, Po-Kang] Chung Yuan Christian Univ, Ctr Gen Educ, Taoyuan, Taiwan',\n",
       " 'Wu, Leon Yufeng] Chung Yuan Christian Univ, Grad Sch Educ, Taoyuan, Taiwan',\n",
       " 'Ozcakir Sumen, Ozlem; Calisici, Hamza] Ondokuz Mayis Univ, Fac Educ, Samsun, Turkey',\n",
       " 'Capobianco, Brenda M.; Clingerman, Jenna] Purdue Univ, Dept Curriculum & Instruct, 100 North Univ St, W Lafayette, IN 47907 USA',\n",
       " 'Radloff, Jeffrey] SUNY Coll Cortland, Childhood Early Childhood Educ Dept, Cortland, NY 13045 USA',\n",
       " 'Schellinger, Jennifer; Jaber, Lama Z.; Southerland, Sherry A.] Florida State Univ, Sch Teacher Educ, Tallahassee, FL 32306 USA',\n",
       " 'Tekdal, Mehmet] Univ Cukurova, Fac Educ, Dept Comp Educ & Instruct Technol, TR-01330 Adana, Turkey',\n",
       " 'Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China',\n",
       " 'Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China',\n",
       " 'Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China',\n",
       " 'Romero-Ariza, Marta; Quesada, Antonio; Abril, Ana-Maria; Cobo, Cristina] Univ Jaen, Jaen, Spain',\n",
       " 'Morton, Terrell R.] Univ Missouri Columbia, 303 Townsend Hall, Columbia, MO 65211 USA',\n",
       " 'Davila, Omar] Santa Clara Univ, Child Studies Program, Santa Clara, CA 95053 USA',\n",
       " 'Rios, Victor M.] Univ Calif Santa Barbara, Dept Sociol, Santa Barbara, CA 93106 USA',\n",
       " 'Queiruga-Dios, Miguel-Angel; Diez-Ojeda, Maria; Saiz-Manzanares, Maria-Consuelo] Univ Burgos, Burgos, Spain',\n",
       " 'Lopez-Inesta, Emilia] Univ Valencia, Valencia, Spain',\n",
       " 'Vazquez-Dorrio, Jose-Benito] Univ Vigo, Vigo, Spain',\n",
       " 'Mulvey, Kelly Lynn; Joy, Angelina] North Carolina State Univ, Dept Psychol, Raleigh, NC USA',\n",
       " 'Caslin, Michael; Katti, Madhusudan] North Carolina State Univ, Dept Forestry & Environm Resources, Raleigh, NC USA',\n",
       " 'Orcutt, Darby] North Carolina State Univ Lib, Raleigh, NC USA',\n",
       " 'Eseryel, Deniz] North Carolina State Univ, Dept Learning Design & Technol, Raleigh, NC USA',\n",
       " 'Graham, Mark A.] Brigham Young Univ, Provo, UT 84602 USA',\n",
       " 'Duan, Ruoyu Jenny; Walker, Graham J.; Orthia, Lindy A.] Australian Natl Univ, Ctr Publ Awareness Sci CPAS, Acton, ACT 2602, Australia',\n",
       " 'Skrentny, John D.; Lewis, Kevin] Univ Calif San Diego, Dept Sociol, 9500 Gilman Dr, La Jolla, CA 92093 USA',\n",
       " 'Jackson, Christa] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA',\n",
       " 'Mohr-Schroeder, Margaret J.; Yost, Caitlyn; Fowler, Abigail] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA',\n",
       " 'Bush, Sarah B.] Univ Cent Florida, Sch Teacher Educ, Coll Community Innovat & Educ, POB 161250, Orlando, FL 32816 USA',\n",
       " 'Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA',\n",
       " 'Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA',\n",
       " 'Reinholz, Daniel L.; White, Isabel] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA',\n",
       " 'Andrews, Tessa] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA',\n",
       " 'Ortiz-Revilla, Jairo; Greca, Ileana M.; Meneses-Villagra, Jesus-Angel] Univ Burgos, Burgos, Spain',\n",
       " 'Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China',\n",
       " 'Davies, Richard] Univ Cent Lancashire, Preston, Lancs, England',\n",
       " 'Trowsdale, Jo] Univ Warwick, Coventry, W Midlands, England',\n",
       " 'Sengupta-Irving, Tesha] Univ Calif Berkeley, Learning Sci & Crit Studies Race Gender & Class, Berkeley, CA 94720 USA',\n",
       " 'Akbuga, Enes] Drake Univ, Dept Math & Comp Sci, Des Moines, IA 50311 USA',\n",
       " 'Havan, Selim] Univ Illinois, Dept Educ Psychol, Urbana, IL 61801 USA',\n",
       " 'Gorgulu Ari, Asli; Meco, Gulsum] Yildiz Tech Univ, Dept Sci Educ, TR-34220 Istanbul, Turkey',\n",
       " 'Edwards, B.; Griffiths, S.] Manchester Metropolitan Univ, Manchester Ctr Publ Hist & Heritage, Manchester, Lancs, England',\n",
       " 'Edwards, B. B.] Abermorddu CP Sch, Cymau Lane, Caergwrle, Wrexham, Wales',\n",
       " 'Reynolds, F. F.] Cadw, Unit 5-7 Cefn Coed,Parc Nantgarw, Cardiff, Wales',\n",
       " 'Stanford, A.] SUMO Aerial Cam, Vineyard House,Upper Hook Rd, Upton Upon Severn, Worcs, England',\n",
       " 'Woods, M.] Manchester Metropolitan Univ, Dept Hist Polit & Philosophy, Manchester, Lancs, England',\n",
       " 'Galino, Jeffrey Rivera] Camarin High Sch, Cadena de Amor St,Area B, Camarin Caloocan City, Philippines',\n",
       " 'Galino, Jeffrey Rivera; Tanaka, Hideyuki] Hiroshima Univ, Grad Sch Humanity & Social Sci, 1-1-1 Kagamiyama, Higashihiroshima, Hiroshima 7398524, Japan',\n",
       " 'Gurbuz, Ramazan] Adiyaman Univ, Math Educ, Dept Math & Sci Educ, Fac Educ, Adiyaman, Turkey',\n",
       " 'Calik, Muammer] Trabzon Univ, Chem Educ, Dept Elementary Teacher Educ, Fatih Fac Educ, Trabzon, Turkey',\n",
       " 'Krstic, Suzana V. Markovic; Radulovic, Lela R. Milosevic] Univ Nis, Dept Sociol, Fac Philosophy, Cirila & Metodija 2, Nish 18000, Serbia',\n",
       " 'Fraser, Sharon; Barnes, Nicoli; Kilpatrick, Sue] Univ Tasmania, Sch Educ, Launceston, Tas, Australia',\n",
       " 'Guenther, John] Batchelor Inst Indigenous Tertiary Educ, Fac Tertiary Educ & Res, Casuarina, NT, Australia',\n",
       " 'Nutton, Georgie] Charles Darwin Univ, Coll Indigenous Futures Educ & Arts, Casuarina, NT, Australia',\n",
       " 'Dou, Remy] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33155 USA',\n",
       " 'Dou, Remy; Cian, Heidi; Espinosa-Suarez, Valentina] Florida Int Univ, STEM Transformat Inst, Miami, FL 33155 USA',\n",
       " 'Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China',\n",
       " 'Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China',\n",
       " 'Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China',\n",
       " 'Cabell, Autumn L.] DePaul Univ, Dept Counseling & Special Educ, 2247 North Halsted St, Chicago, IL 60614 USA',\n",
       " 'Ewing, Nadia N.] St Marys Coll, Notre Dame, IN 46556 USA',\n",
       " 'Johnson-Glenberg, Mina C.; Bartolomea, Hannah; Kalina, Elena] Arizona State Univ, Dept Psychol, 950 South MacAllister St, Tempe, AZ 85287 USA',\n",
       " 'Turner, Angela; Logan, Marianne; Wilks, Judith] Southern Cross Univ, Lismore, NSW, Australia',\n",
       " 'Wilks, Judith] Univ Notre Dame, Fremantle, WA, Australia',\n",
       " 'Nakamura, Asako J.] Ibaraki Univ, Coll Sci, Dept Biol Sci, Mito, Ibaraki, Japan',\n",
       " 'Tandrayen-Ragoobur, Verena] Univ Mauritius, Dept Econ & Stat, Reduit, Mauritius',\n",
       " 'Gokulsing, Deepa] Univ Mauritius, Dept Social Studies, Reduit, Mauritius',\n",
       " 'Tze, Virginia M. C.] Univ Manitoba, Dept Educ Adm Fdn & Psychol, Winnipeg, MB, Canada',\n",
       " 'Li, Johnson C-H] Univ Manitoba, Dept Psychol, Winnipeg, MB, Canada',\n",
       " 'Parker, Patti C.] Univ Alberta, Dept Educ Psychol, Edmonton, AB, Canada',\n",
       " 'Wieselmann, Jeanna R.] Southern Methodist Univ, Teaching & Learning, Dallas, TX 75205 USA',\n",
       " 'Dare, Emily A.] Florida Int Univ, Teaching & Learning, Miami, FL 33199 USA',\n",
       " 'Roehrig, Gillian H.] Univ Minnesota, Curriculum & Instruct, Minneapolis, MN USA',\n",
       " 'Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ, St Paul, MN USA',\n",
       " 'Ustu, Hasan] Turkish Minist Educ, Osmaniye, Turkey',\n",
       " 'Saito, Tomoki] Juntendo Univ, Tokyo, Japan',\n",
       " 'Mentis Tas, Ayse] Necmettin Erbakan Univ, Konya, Turkey',\n",
       " 'Blom, Nicolaas; Abrie, Amelia L.] Univ Pretoria, Dept Sci Math & Technol Educ, ZA-0181 Pretoria, South Africa',\n",
       " 'Barger, Nicole; Boyle, Eve K.; Diogo, Rui] Howard Univ, Coll Med, Anat Dept, Washington, DC 20059 USA',\n",
       " 'Barger, Nicole; Richmond, Marli; Diogo, Rui] George Washington Univ, Ctr Adv Study Human Paleobiol, Washington, DC USA',\n",
       " 'Barger, Nicole] George Washington Univ, Anthropol, Washington, DC USA',\n",
       " 'Martin, Jose Saul] Univ Aveiro, Biol Dept, Aveiro, Portugal',\n",
       " 'Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China',\n",
       " 'Amoako, Samuel] SDD Univ Business & Integrated & Dev Studies, Sch Business, Dept Banking & Finance, Wa, Upper West Regi, Ghana',\n",
       " 'Insaidoo, Michael] Univ Profess Studies, Dept Banking & Finance, POB LG 149, Legon, Accra, Ghana',\n",
       " 'Chung, Sheng Kuan] Univ Houston, Art Educ, Dept Curriculum & Instruct, Houston, TX 77004 USA',\n",
       " 'Li, Dan] Michigan State Univ, Dept Art Art Hist & Design, E Lansing, MI 48824 USA',\n",
       " 'Sharma, Gautam] Cent Univ Gujarat, Ctr Studies Sci Technol & Innovat Policy, Gandhinagar, Gujarat, India',\n",
       " \"Hamilton, Miriam; O' Dwyer, Anne; Leavy, Aisling; Hourigan, Mairead; Carroll, Claire; Corry, Edward] Mary Immaculate Coll, Dept STEM Educ, Limerick, Ireland\",\n",
       " 'Braund, Martin] Nelson Mandela Univ, South Campus,Univ Way, ZA-6011 Port Elizabeth, South Africa',\n",
       " 'Douglass, Helen] Univ Tulsa, Dept Educ, Tulsa, OK 74104 USA',\n",
       " 'Verma, Geeta] Univ Colorado, Sch Educ & Human Dev, Denver, CO 80202 USA',\n",
       " 'Belbase, Shashidhar; Tairab, Hassan; Jarrah, Adeeb] United Arab Emirates Univ, Coll Educ, Dept Curriculum & Instruct, Al Ain, U Arab Emirates',\n",
       " 'Mainali, Bhesh Raj] Rider Univ, Coll Educ, Human Serv Fac, Lawrenceville, NJ 08648 USA',\n",
       " 'Kasemsukpipat, Wandee] Kasetsart Univ, Fac Educ, Dept Educ, Bangkok, Thailand',\n",
       " 'Gochoo, Munkhjargal] United Arab Emirates Univ, Coll Informat Technol, Dept Comp Sci & Software Engn, Al Ain, U Arab Emirates',\n",
       " 'Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia',\n",
       " 'Cobian, Krystle Palma] Univ Calif Los Angeles, Jonathan & Karin Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA',\n",
       " 'Ramos, Hector, V] Univ Calif Los Angeles, Sch Educ & Informat Studies, Los Angeles, CA USA',\n",
       " 'Lee, Dae-Jung] Jeonbuk Natl Univ, Dept Phys Educ, Jeollabuk Do, South Korea',\n",
       " 'Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia',\n",
       " 'Putra, Pramudya Dwi Aristya] Univ Jember, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia',\n",
       " 'Mineta, Ippei] Univ Tsukuba, Grad Sch Comprehens Human Sci, Tsukuba, Ibaraki, Japan',\n",
       " 'Hakamada, Hiroki] Takabe Higashi Elementary Sch, Shizuoka, Japan',\n",
       " 'Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan',\n",
       " 'Kumano, Yoshisuke] Shizuoka Univ, STEAM Educ Inst, Shizuoka, Japan',\n",
       " 'Alcaraz-Dominguez, Silvia; Barajas, Mario] Univ Barcelona, Fac Educ, Barcelona 08035, Spain',\n",
       " 'Papadakis, Stamatios; Kalogiannakis, Michail] Univ Crete, Fac Educ, Dept Presch Educ, Iraklion 74100, Greece',\n",
       " 'Vaiopoulou, Julie] Univ Nicosia, Dept Educ, CY-2417 Nicosia, Cyprus',\n",
       " 'Sifaki, Eirini] Hellen Open Univ, Dept Cultural Org Management, Patras 26222, Greece',\n",
       " 'Stamovlasis, Dimitrios] Aristotle Univ Thessaloniki, Dept Philosophy & Educ, Thessaloniki 54124, Greece',\n",
       " 'Ma, Ying] Univ British Columbia, Fac Educ, Dept Curriculum Studies, Vancouver, BC V6T 1Z4, Canada',\n",
       " 'Akdere, Mesut; Acheson, Kris; Jiang, Yeling] Purdue Univ, W Lafayette, IN USA',\n",
       " 'Tang, Wendy; Djuric, Petar M.] SUNY Stony Brook, Elect & Comp Engn Dept, Stony Brook, NY 11794 USA',\n",
       " 'Tang, Wendy] SUNY Stony Brook, Sci Elect Engn Online Program, Stony Brook, NY 11794 USA',\n",
       " 'Eickholt, Jesse; Seeling, Patrick] Cent Michigan Univ, Dept Comp Sci, Mt Pleasant, MI 48859 USA',\n",
       " 'Johnson, Matthew R.] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " 'Uret, Aytul; Ceylan, Remziye] Yildiz Tech Univ, Fac Educ, Istanbul, Turkey',\n",
       " 'Ghazzawi, Dina; Hardy, John] Univ Houston, Houston, TX 77004 USA',\n",
       " 'Pattison, Donna Lynn] Univ Houston, Nat Sci & Math, Houston, TX USA',\n",
       " 'Horn, Catherine] Univ Houston, Educ Leadership & Policy Anal, Houston, TX USA',\n",
       " 'Brown, Beverly] Univ Houston Syst, Houston, TX USA',\n",
       " 'Lange, Alissa A.; Nayfeld, Irena] East Tennessee State Univ, Early Childhood Educ Dept, POB 70548, Johnson City, TN 37614 USA',\n",
       " 'Mano, Hagit] William Patterson Univ, Wayne, NJ USA',\n",
       " 'Jung, Kwanghee] Rutgers State Univ, Natl Inst Early Educ Res, New Brunswick, NJ USA',\n",
       " 'Lange, Alissa A.] CUNY Brooklyn Coll, Early Childhood Educ Art Educ, Brooklyn, NY 11210 USA',\n",
       " 'Tenhovirta, Satu; Seitamaa-Hakkarainen, Pirita; Hakkarainen, Kai] Univ Helsinki, Fac Educ Sci, Helsinki, Finland',\n",
       " 'Korhonen, Tiina] Univ Helsinki, Fac Educ Sci, Innokas Network, Helsinki, Finland',\n",
       " 'Paluri, Achuta Ratna; Sonwaney, Vandana] Constituent Symbiosis Int, Symbiosis Inst Operat Management, Nasik, Maharashtra, India',\n",
       " 'Canbazoglu Bilici, Sedef] Aksaray Univ, Dept Sci Educ, Aksaray, Turkey',\n",
       " 'Kupeli, Mehmet Ali] Republ Turkey Minist Natl Educ, Adana, Turkey',\n",
       " 'Guzey, S. Selcen] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA',\n",
       " 'Guzey, S. Selcen] Purdue Univ, Dept Biol Sci, W Lafayette, IN 47907 USA',\n",
       " 'Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA',\n",
       " 'Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA',\n",
       " 'Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " 'Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA',\n",
       " 'Ucgul, Memet; Altiok, Serhat] Kirikkale Univ, Dept Comp Educ & Instruct Technol, Educ Fac, Yahsihan, Kirikkale, Turkey',\n",
       " 'Ekiz-Kiran, Betul] Tokat Gaziosmanpasa Univ, Math & Sci Educ Dept, Tokat, Turkey',\n",
       " 'Aydin-Gunbatar, Sevgi] Van Yuzuncu Yil Univ, Math & Sci Educ Dept, Van, Turkey',\n",
       " 'Mwasiaji, Evans] Kenyatta Univ, Dept Business Adm, POB 43844, Nairobi City 00100, Gpo, Kenya',\n",
       " 'Mambo, Shadrack] Kenyatta Univ, Dept Elect & Elect Engn, Nairobi, Kenya',\n",
       " 'Mse, Godfrey S.] KU, Dept Educ Management Policy & Curriculum Studies, Nairobi, Kenya',\n",
       " 'Okumu, John] Kenyatta Univ, Dept Phys, Nairobi, Kenya',\n",
       " 'Moon, Jewoong] Florida State Univ, Dept Educ Psychol & Learning Syst, Coll Educ, Tallahassee, FL 32304 USA',\n",
       " 'Lee, Sungwoong] Univ West Georgia, Coll Educ, Dept Educ Technol & Fdn, Carrollton, GA 30118 USA',\n",
       " 'Xu, Xinhao] Univ Missouri, Sch Informat Sci & Learning Technol, Columbia, MO 65211 USA',\n",
       " 'Basaran, Mustafa; Erol, Mustafa] Yildiz Tech Univ, Dept Elementary Educ, Primary Educ, Istanbul, Turkey',\n",
       " 'Miller, Michelle D.; Castillo, Giovanni; Medoff, Norman] No Arizona Univ, Flagstaff, AZ 86011 USA',\n",
       " 'Hardy, Alexis] CUNY, New York, NY 10017 USA',\n",
       " 'Pelger, Susanne] Lund Univ, Fac Sci, Lund, Sweden',\n",
       " \"Hourigan, M.; O'Dwyer, A.; Leavy, A. M.; Corry, E.] Univ Limerick, Mary Immaculate Coll, Fac Educ, Dept STEM Educ, Limerick, Ireland; 0\",\n",
       " 'Gross, Thomas J.] Western Kentucky Univ, Dept Psychol, Bowling Green, KY 42101 USA',\n",
       " 'Li, Qingxia; McCarroll, Patricia] Fisk Univ, Dept Math & Comp Sci, Nashville, TN USA',\n",
       " 'Rodriguez, Sarah] Iowa State Univ, Sch Educ, Ames, IA USA',\n",
       " 'Pilcher, Amy] Wartburg Coll, Business Adm Accounting & Econ, Waverly, IA USA',\n",
       " 'Garcia-Tellez, Norma] Univ Illinois, Housing, Chicago, IL 60680 USA',\n",
       " 'McManimon, Shannon K.] SUNY Coll New Paltz, Dept Educ Studies & Leadership, New Paltz, NY 12561 USA',\n",
       " 'Anuar, Aizuddin Mohamed; Chankseliani, Maia] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England',\n",
       " 'Velasco, Richard Carlos L.] Univ Iowa, 240 S Madison St, Iowa City, IA 52242 USA',\n",
       " 'Hite, Rebecca] Texas Tech Univ, 3002 18th St, Lubbock, TX 79409 USA',\n",
       " 'Bondaryk, Leslie G.; Van Doren, Seth] Concord Consortium, Concord, MA 01742 USA',\n",
       " 'Hsi, Sherry] Concord Consortium, Emeryville, CA 94608 USA',\n",
       " 'Hsi, Sherry] BSCS Sci Learning, Colorado Springs, CO 80523 USA',\n",
       " 'Brancaccio-Taras, Loretta] CUNY Kingsborough Community Coll, Brooklyn, NY 11235 USA',\n",
       " 'Mawn, Mary V.] SUNY Empire State Coll, Saratoga Springs, NY 12866 USA',\n",
       " 'Premo, Josh] Utah Valley Univ, Orem, UT USA',\n",
       " 'Ramachandran, Roshini] Univ Calif Los Angeles, Los Angeles, CA USA',\n",
       " 'Holly, Michael; Pirker, Johanna; Resch, Sebastian; Brettschuh, Sandra; Guetl, Christian] Graz Univ Technol, Graz, Austria',\n",
       " 'Ozer, Ibrahim Evren] Kadikoy Bilim & Sanat Merkezi, Istanbul, Turkey',\n",
       " 'Bilici, Sedef Canbazoglu] Aksaray Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Fen Bilgisi Egitimi ABD, Aksaray, Turkey',\n",
       " 'Gok, Tolga] Dokuz Eylul Univ, Torbali Tech Vocat Sch Higher Educ, Izmir, Turkey',\n",
       " 'Rico, Arantza; Agirre-Basurko, Elena; Ruiz-Gonzalez, Aritz; Palacios-Agundez, Igone; Zuazagoitia, Daniel] Univ Basque Country UPV EHU, Dept Math Expt & Social Sci Educ, Vitoria 01006, Spain',\n",
       " 'Lombardi, Doug] Univ Maryland, Dept Human Dev & Quantitat Methodol, College Pk, MD 20742 USA',\n",
       " 'Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " 'Arevalo, Maria-Jose] Univ Basque Country, UPV EHU, Fac Arts, Dept Philol & Hist, Vitoria 01006, Spain',\n",
       " 'Asun Cantera, Maria; Garcia-Marina, Vanessa] Univ Basque Country, UPV EHU, Fac Engn Vitoria, Dept Mech Engn, Vitoria 01006, Spain',\n",
       " 'Alves-Castro, Marian] Univ Basque Country, UPV EHU, Fac Arts, Dept English & German Philol & Translat & Interpr, Vitoria 01006, Spain',\n",
       " 'Razali, Fazilah] Univ Putra Malaysia, Fac Educ Studies, Serdang, Malaysia',\n",
       " 'Fraser, Barry J.; McLure, Felicity I.; Koul, Rekha B.] Curtin Univ, Perth, WA 6845, Australia',\n",
       " 'Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, 1970 Campus Dr, Evanston, IL 60208 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, 2101D Engn Syst Bldg, Norfolk, VA 23529 USA',\n",
       " 'Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China',\n",
       " 'Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan',\n",
       " 'Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA',\n",
       " 'Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA',\n",
       " 'An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China',\n",
       " 'Andrews, Madison E.; Borrego, Maura; Boklage, Audrey] Univ Texas Austin, Austin, TX 78712 USA',\n",
       " 'Karahan, Engin] Eskisehir Osmangazi Univ, Dept Curriculum & Instruct, Eskisehir, Turkey',\n",
       " 'Kara, Ahmet] Eskisehir Osmangazi Univ, Dept Psychol Counseling & Guidance, Eskisehir, Turkey',\n",
       " 'Akcay, Ahmet Oguz] Eskisehir Osmangazi Univ, Dept Elementary Educ, Eskisehir, Turkey',\n",
       " 'Cheng, Li; Antonenko, Pavlo Pasha; Ritzhaupt, Albert D.] Univ Florida, Coll Educ, Sch Teaching & Learning, 2423 Norman Hall,POB 117048, Gainesville, FL 32611 USA',\n",
       " 'MacFadden, Bruce] Univ Florida, Florida Museum Nat Hist, Gainesville, FL USA',\n",
       " 'Walker, Justice T.] Univ Texas El Paso, Coll Educ, 500 West Univ Ave, El Paso, TX 79968 USA',\n",
       " 'Kafai, Yasmin B.] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA',\n",
       " 'Shin, Myunghwan; Nelson, Frederick Peinado] Calif State Univ Fresno, Dept Liberal Studies, 5005 N Maple Ave,MS ED701, Fresno, CA 93740 USA',\n",
       " 'Lee, Jane Jiyoung] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA',\n",
       " 'Yang, Xiaotong; Rahimi, Seyedahmad; Shute, Valerie; Kuba, Renata; Smith, Ginny] Florida State Univ, 1114 W Call St, Tallahassee, FL 32306 USA',\n",
       " 'Alonso-Fernandez, Cristina] Univ Complutense Madrid, Av Seneca 2, Madrid 28040, Spain',\n",
       " 'Lindsay, Sara M.] Univ Maine, Sch Marine Sci, Orono, ME 04469 USA',\n",
       " 'Lindsay, Sara M.] Univ Maine, Maine Ctr Res STEM Educ, Orono, ME 04469 USA',\n",
       " 'Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China',\n",
       " 'Whitcomb, Kyle M.; Singh, Chandralekha] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA',\n",
       " 'Hansen, Kathryn Strong] Chalmers Univ Technol, Gothenburg, Sweden',\n",
       " 'Sandrone, Stefano; Scott, Gregory] Imperial Coll London, Fac Med, Dept Brain Sci, Computat Cognit & Clin Neuroimaging Lab C3NL, London, England',\n",
       " 'Anderson, William J.] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA',\n",
       " 'Anderson, William J.] Harvard Stem Cell Inst, Cambridge, MA 02138 USA',\n",
       " 'Musunuru, Kiran] Univ Penn, Dept Med, Cardiovasc Inst, Perelman Sch Med, Philadelphia, PA 19104 USA',\n",
       " 'Musunuru, Kiran] Univ Penn, Dept Genet, Perelman Sch Med, Philadelphia, PA 19104 USA',\n",
       " 'Liu, Yehe; Rollins, Andrew M.; Jenkins, Michael W.] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA',\n",
       " 'Levenson, Richard M.; Fereidouni, Farzad] Univ Calif Davis, Med Ctr, Dept Pathol & Lab Med, Sacramento, CA 95817 USA',\n",
       " 'Jenkins, Michael W.] Case Western Reserve Univ, Dept Pediat, Cleveland, OH 44106 USA',\n",
       " 'Peeters, Walter] Int Space Univ, F-67400 Illkirch Graffenstaden, France',\n",
       " 'Delahunty, Thomas] Univ Birmingham, Dept Educ & Social Justice, Sch Educ, Birmingham, W Midlands, England',\n",
       " 'Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland',\n",
       " 'Kimbell, Richard] Goldsmiths Univ London, London, England',\n",
       " 'Hachey, Alyse C.; An, Song A.; Golding, Diane E.] Univ Texas El Paso, Dept Teacher Educ, 500 W Univ Way,EDUC 601D, El Paso, TX 79968 USA',\n",
       " 'Jackson, Andrew; Bartholomew, Scott; Mentzer, Nathan] Purdue Univ, Dept Technol Leadership & Innovat, W Lafayette, IN 47907 USA',\n",
       " 'Jackson, Andrew] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30602 USA',\n",
       " 'Godwin, Allison] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " 'Bartholomew, Scott] Brigham Young Univ, Sch Technol, Provo, UT 84602 USA',\n",
       " 'So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " 'So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " 'Rashid, Rafi] Natl Univ Singapore NUS, Integrat Sci & Engn Programme, NUS Grad Sch, Univ Hall,Tan Chin Tuan Wing 04-02, Singapore 119077, Singapore',\n",
       " 'Gouvea, Julia Svoboda] Tufts Univ, Dept Educ, Medford, MA 02155 USA',\n",
       " 'Aguilera, David; Vilchez-Gonzalez, Jose Miguel; Perales-Palacios, Francisco Javier] Univ Granada, Dept Sci Educ, Campus Univ Cartuja S-N, Granada 18071, Spain',\n",
       " 'Lupianez, Jose Luis] Univ Granada, Dept Math Educ, Granada 18071, Spain',\n",
       " 'Khamhaengpol, Arunrat; Chuamchaitrakool, Porntip] Sakon Nakhon Rajabhat Univ, Fac Educ, Muang Sakon Nakhon, Thailand',\n",
       " 'Sriprom, Malee] Sakon Nakhon Rajabhat Univ, Fac Sci & Technol, Muang Sakon Nakhon, Thailand',\n",
       " 'Boice, Katherine L.; Jackson, Justina R.; Alemdar, Meltem; Rao, Analia E.; Grossman, Sabrina; Usselman, Marion] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, Atlanta, GA 30332 USA',\n",
       " 'Mikhailova, Elena A.; Post, Christopher J.; Xu, Luyao] Clemson Univ, Dept Forestry & Environm Conservat, Clemson, SC 29634 USA',\n",
       " 'Schlautman, Mark A.] Clemson Univ, Dept Environm Engn & Earth Sci, Anderson, SC 29625 USA',\n",
       " 'Younts, Grayson L.] Clemson Univ, Dept Plant & Environm Sci, Clemson, SC 29634 USA',\n",
       " 'Chondrogiannis, Eleftherios; Symeonaki, Eleni; Loukatos, Dimitrios; Arvanitis, Konstantinos G.] Agr Univ Athens, Dept Nat Resources Management & Agr Engn, Iera Odos 75, Athens 11855, Greece',\n",
       " 'Symeonaki, Eleni; Papachristos, Dimitris] Univ West Attica, Dept Ind Design & Prod Engn, Thivon 250 & P Ralli, Egaleo 12244, Greece',\n",
       " 'Adams, Elizabeth L.] North Carolina State Univ, NC State Univ, 317 Poe Hall,Box 7801, Raleigh, NC 27695 USA',\n",
       " 'Adams, Elizabeth L.] Southern Methodist Univ, POB 750114, Dallas, TX 75275 USA',\n",
       " 'White, Brittany A.; Miles, Joseph R.; Frantell, Keri A.] Univ Tennessee, Dept Psychol, 410C Austin Peay,1404 Circle Dr, Knoxville, TN 37996 USA',\n",
       " 'Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " 'Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA',\n",
       " 'Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA',\n",
       " 'Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China',\n",
       " 'Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia',\n",
       " 'Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA',\n",
       " 'Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China',\n",
       " 'Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China',\n",
       " 'Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China',\n",
       " 'Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China',\n",
       " 'Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA',\n",
       " 'Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ, Wolfson Sch Mech Elect & Mfg Engn, Loughborough LE11 3TU, Leics, England',\n",
       " 'McDermott, Hilary J.] Loughborough Univ, Sch Sport Exercise & Hlth Sci, Loughborough, Leics, England',\n",
       " 'Zanker, Nigel P.] Loughborough Univ, Loughborough Design Sch, Loughborough, Leics, England',\n",
       " 'Schallert, Stefanie; Lavicza, Zsolt] Johannes Kepler Univ Linz, Dept STEM Educ, Altenberger Str 54, A-4040 Linz, Austria',\n",
       " 'Vandervieren, Ellen] Univ Antwerp, Sch Educ, Venusstr 35, B-2000 Antwerp, Belgium',\n",
       " 'Apkarian, Naneh] Arizona State Univ, Sch Math & Stat Sci, Tempe, AZ USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA USA',\n",
       " 'Raker, Jeffrey] Univ S Florida, Dept Chem, Tampa, FL 33620 USA',\n",
       " 'Johnson, Estrella] Virginia Polytech Inst & State Univ, Dept Math, Blacksburg, VA 24061 USA',\n",
       " 'Dancy, Melissa] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA',\n",
       " 'Hwang, Youngsik] Konyang Univ, Nonsan, South Korea',\n",
       " 'Garbin, Fernanda Gobbi de Boer] Fed Univ Pampa UNIPAMPA, Dept Prod Engn, Alegrete, Brazil',\n",
       " 'ten Caten, Carla Schwengber] Univ Fed Rio Grande do Sul, Postgrad Program Prod Engn PPGEP, Porto Alegre, RS, Brazil',\n",
       " 'Pacheco, Diego Augusto de Jesus] Aarhus Univ, Sch Business & Social Sci Aarhus BSS, Dept Business Dev & Technol BTECH, Herning, Denmark',\n",
       " 'Lachney, Michael; Drazin, Matt; Rich, Kathryn M.] Michigan State Univ, Coll Educ, Educ Psychol & Educ Technol, 620 Farm Ln, E Lansing, MI 48824 USA',\n",
       " 'Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA',\n",
       " 'Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA',\n",
       " 'Babbitt, William] Rensselaer Polytech Inst, Sci & Technol Studies, Troy, NY USA',\n",
       " 'Foy, Lakisha] Hudson Valley Community Coll, Troy, NY USA',\n",
       " 'Price, Edward] Calif State Univ San Marcos, Dept Phys, 333 South Twin Oaks Valley Rd, San Marcos, CA 92096 USA',\n",
       " 'Lau, Alexandra C.] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Goldberg, Fred] San Diego State Univ, Ctr Res Math & Sci Educ, 6475 Alvarado Rd,Suite 206, San Diego, CA 92120 USA',\n",
       " 'Turpen, Chandra] Univ Maryland, Dept Phys, 1312 Toll Phys Bldg, College Pk, MD 20742 USA',\n",
       " 'Smith, P. Sean] Horizon Res Inc, 326 Cloister Court, Chapel Hill, NC 27514 USA',\n",
       " 'Dancy, Melissa] Univ Colorado, Dept Phys, 390 UCB, Boulder, CO 80309 USA',\n",
       " 'Robinson, Steve] Tennessee Technol Univ, Dept Phys, Box 5051, Cookeville, TN 38505 USA',\n",
       " 'Ishak, Shahrul Affendi; Din, Rosseni] Univ Kebangsaan Malaysia, Fac Educ, Sci Technol Engn & Math Enculturat Res Ctr, Bangi 43600, Malaysia',\n",
       " 'Hasran, Umi Azmah] Univ Kebangsaan Malaysia, Fuel Cell Inst, Bangi, Malaysia',\n",
       " 'Rabin, Jeffrey M.; Eggers, John; Stevens, Laura] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA',\n",
       " 'Burgasser, Adam] Univ Calif San Diego, Dept Phys, La Jolla, CA 92093 USA',\n",
       " 'Bussey, Thomas J.; Weizman, Haim] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA',\n",
       " 'Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, La Jolla, CA 92093 USA',\n",
       " 'Seethaler, Sherry] Univ Calif San Diego, Div Phys Sci, La Jolla, CA 92093 USA',\n",
       " 'Kwon, Hyunkyung; Capraro, Robert M.; Capraro, Mary Margaret] Texas A&M Univ, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA',\n",
       " 'Basu, Alo C.; Mruczek, Ryan E. B.] Coll Holy Cross, Dept Psychol, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Hill, Alexis S.; Mondoux, Michelle A.] Coll Holy Cross, Dept Biol, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Isaacs, Andre K.] Coll Holy Cross, Dept Chem, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Narita, Tomohiko] Coll Holy Cross, Dept Phys, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Shu, Yu] Natl Taichung Univ Sci & Technol, Ctr Gen Educ, Taichung, Taiwan',\n",
       " 'Huang, Tien-Chi] Natl Taichung Univ Sci & Technol, Dept Informat Management, 129,Sec 3,Sanmin Rd, Taichung 40401, Taiwan',\n",
       " 'Mayoral, Jaime; Nunez-Castilla, Janelle] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA',\n",
       " 'Labonte, Jason W.] Johns Hopkins Univ, Dept Biochem & Biomol Engn, Baltimore, MD 21218 USA',\n",
       " 'Labonte, Jason W.] Gettysburg Coll, Dept Chem, Gettysburg, PA 17325 USA',\n",
       " 'Briggs, Laura A.; Rumjahn, Sharif M.] Truckee Meadows Community Coll, Dept Biol, Reno, NV 89512 USA',\n",
       " 'Gray, Jeffrey J.] Franklin & Marshall Coll, Dept Chem, Lancaster, PA 17603 USA',\n",
       " 'Makarevitch, Irina] Hamline Univ, Dept Biol, St Paul, MN 55104 USA',\n",
       " 'Vater, Ashley; Siegel, Justin B.] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA',\n",
       " 'Siegel, Justin B.] Univ Calif Davis, Dept Biochem & Mol Med, Davis, CA 95616 USA',\n",
       " 'Siegel, Justin B.] Univ Calif Davis, Dept Chem, Davis, CA 95616 USA',\n",
       " 'Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Nur Sultan, Kazakhstan',\n",
       " 'Ottemo, Andreas] Univ Gothenburg, Dept Educ & Special Educ, POB 300, Gothenburg, Sweden',\n",
       " 'Gonsalves, Allison J.] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ, Canada',\n",
       " 'Danielsson, Anna T.] Uppsala Univ, Dept Educ, Uppsala, Sweden',\n",
       " 'Race, Alexandra I.] Univ Calif Santa Cruz, Educ, Santa Cruz, CA USA',\n",
       " 'De Jesus, Maria] Florida State Univ, Biol Sci, Tallahassee, FL USA',\n",
       " 'Beltran, Roxanne S.; Zavaleta, Erika S.] Univ Calif Santa Cruz, Ecol & Evolutionary Biol, Santa Cruz, CA USA',\n",
       " 'Gya, Ragnhild; Bjune, Anne Elisabeth] Univ Bergen, Dept Biol Sci, Bjerknes Ctr Climate Res, Bergen, Norway',\n",
       " 'Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel',\n",
       " 'Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, MA Program Immigrat & Social Integrat, Emek, Israel',\n",
       " 'Melak, Addissie; Singh, Seema] Delhi Technol Univ, Dept Humanities, Delhi 110042, India',\n",
       " 'Melak, Addissie] Debre Tabor Univ, Dept Econ, Debre Tabor 6300, Ethiopia',\n",
       " 'Sommers, Amie S.] Univ Nebraska Lincoln, Lincoln, NE 68588 USA',\n",
       " 'Richter-Egger, Dana] Univ Nebraska Omaha, Math & Sci Learning Ctr MSLC, Omaha, NE USA',\n",
       " 'Richter-Egger, Dana] Univ Nebraska Omaha, Chem, Omaha, NE USA',\n",
       " 'Cutucache, Christine E.] Univ Nebraska Omaha, Sci, Omaha, NE USA',\n",
       " 'Cutucache, Christine E.] Univ Nebraska Omaha, Biol, Omaha, NE USA',\n",
       " 'Cutucache, Christine E.] Univ Nebraska Omaha, STEM Teaching Res & Inquiry Based Learning Ctr, Omaha, NE USA',\n",
       " 'Garces, Josep Marin; Veiga Almagro, Carlos; Di Castro, Mario; Buonocore, Luca Rosario; Masi, Alessandro] CERN, BE CEM Controls Elect & Mechatron Grp, CH-1217 Geneva, Switzerland',\n",
       " 'Veiga Almagro, Carlos; Lunghi, Giacomo; Marin Prades, Raul] Jaume I Univ Castellon, Interact Robot Syst Lab, Castellon De La Plana 12006, Spain',\n",
       " 'Yusof, Yusriza Mohamd; Ayob, Afida; Saad, Mohamad Hanif Md] Univ Kebangsaan Malaysia, Fak Kejuruteraan & Alan Bina, Jabatan Kejuruteraan Elekt Elekt & Sistem, Bangi, Malaysia',\n",
       " 'Rahman, S. M. Mizanoor] Univ West Florida, Dept Intelligent Syst & Robot, Pensacola, FL 32514 USA',\n",
       " 'Araya, Roberto] Univ Chile, Inst Educ, Ctr Invest Avanzada Educ, Santiago 8320000, Chile',\n",
       " 'Collanqui, Pedro] Minist Educ Peru, Lima 15021, Peru',\n",
       " 'Collanqui, Pedro] Univ Nacl Mayor San Marcos, Fac Educ, Lima 15081, Peru',\n",
       " 'Yllana-Prieto, Felix; Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Caceres 10003, Spain',\n",
       " 'Ruiz-Sarmiento, Jose-Raul; Baltanas, Samuel-Felipe; Gonzalez-Jimenez, Javier] Univ Malaga, Biomed Res Inst Malaga IBIMA, Dept Syst Engn & Automat, Machine Percept & Intelligent Robot Grp MAPIR, Malaga 29071, Spain',\n",
       " 'Estevez-Mauriz, Laura; Baelo, Roberto] Univ Leon, Res Grp Edutools, Fac Educ, Leon 24071, Spain',\n",
       " 'Baelo, Roberto] Univ Leon, Dept Gen & Specif Didact & Educ Theory, Fac Educ, Leon 24071, Spain',\n",
       " 'Santangelo, Jessica] Hofstra Univ, 1000 Hempstead Turnpike, Hempstead, NY 11549 USA',\n",
       " 'Hobbie, Lawrence; Villa-Cuesta, Eugenia] Adelphi Univ, 1 South Ave, Garden City, NY 11530 USA',\n",
       " 'Lee, Jacqueline] Nassau Community Coll, 1 Educ Dr, Garden City, NY 11530 USA',\n",
       " 'Pullin, Michael] Queensborough Community Coll, 222-05 56th Ave, Queens, NY 11364 USA',\n",
       " 'Hyslop, Alison] St Johns Univ, 8000 Utopia Pkwy, Queens, NY 11439 USA',\n",
       " 'Monkovic, Julia Marie; Jones, Serena Monique; Katyal, Priya; Punia, Kamia; Montclare, Jin Kim] NYU, Tandon Sch Engn, Dept Chem & Biomol Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA',\n",
       " 'Nicolas, Madeleine] NYU, Tandon Sch Engn, Dept Comp Sci & Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA',\n",
       " 'Noland, Damon] Urban Assembly Inst Math & Sci Young Women, 283 Adams St, Brooklyn, NY 11201 USA',\n",
       " 'Montclare, Jin Kim] NYU, Dept Chem, Coll Arts & Sci, 100 Washington Sq East, New York, NY 10003 USA',\n",
       " 'Montclare, Jin Kim] NYU, Coll Dent, Dept Biomat, 443 First Ave, New York, NY 10016 USA',\n",
       " 'Montclare, Jin Kim] NYU, Sch Med, Dept Radiol, New York, NY 10016 USA',\n",
       " 'Young, Sheila A.; Newton, Amanda R.] Florida Inst Technol, STEM Educ, Melbourne, FL 32901 USA',\n",
       " 'Fowler, Samantha R.; Park, Joo] Florida Inst Technol, Dept Math Sci, Melbourne, FL 32901 USA',\n",
       " 'Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China',\n",
       " 'So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China',\n",
       " 'Means, Barbara; Young, Viki; Iwatani, Emi] Digital Promise, Learning Sci Res, 2955 Campus Dr, San Mateo, CA 94403 USA',\n",
       " 'Wang, Haiwen; Wei, Xin] SRI Educ, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA',\n",
       " 'Pugh-Bernard, Aimee] Univ Colorado, Dept Immunol & Microbiol, Anschutz Med Campus, Aurora, CO USA',\n",
       " 'Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, Geneva, NY 14456 USA',\n",
       " 'Koury, Stephen T.; Dey-Rao, Rama] SUNY Buffalo, Dept Biotech & Clin Lab Sci, Buffalo, NY 14260 USA',\n",
       " 'Carlin-Menter, Shannon] SUNY Buffalo, Dept Family Med, Buffalo, NY USA',\n",
       " 'Kelly, Kimberle] Oak Ridge Associated Univ, Oak Ridge, TN USA',\n",
       " 'Godec, Spela; Archer, Louise] UCL Inst Educ, Dept Educ Practice & Soc, London, England',\n",
       " 'Dawson, Emily] UCL, Dept Sci & Technol Studies, London, England',\n",
       " 'Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China',\n",
       " 'Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China',\n",
       " 'Cherrstrom, Catherine A.; Lopez, Omar S.; Ashford-Hanserd, Shetay] Texas State Univ, San Marcos, TX 78666 USA',\n",
       " 'Morales, Danielle Xiaodan] Univ Texas El Paso, Dept Sociol & Anthropol, 500 W Univ Ave, El Paso, TX 79968 USA',\n",
       " 'Grineski, Sara Elizabeth] Univ Utah, Dept Sociol, Salt Lake City, UT USA',\n",
       " 'Collins, Timothy William] Univ Utah, Dept Geog, Salt Lake City, UT USA',\n",
       " 'Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China',\n",
       " 'Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " 'Dolgopolovas, Vladimiras; Dagiene, Valentina] Vilnius Univ, Inst Educ Sci, Univ St 9, LT-01513 Vilnius, Lithuania',\n",
       " 'A. Czocher, Jennifer; Melhuish, Kathleen; Kandasamy, Sindura Subanemy; Roan, Elizabeth] Texas State Univ, Math, San Marcos, TX 78666 USA',\n",
       " 'Mylonas, Georgios] ATHENA Res & Innovat Ctr, Ind Syst Inst, Patras, Greece',\n",
       " 'Mylonas, Georgios] Comp Technol Inst & Press Diophantus, Patras, Greece',\n",
       " 'Paganelli, Federica] Univ Pisa, Dept Comp Sci, Pisa, Italy',\n",
       " 'Paganelli, Federica; Cuffaro, Giovanni] CNIT, Florence, Italy',\n",
       " 'Nesi, Ilaria] Gramsci Keynes High Sch, Prato, Italy',\n",
       " 'Karantzis, Dionysis] 6th Primary Sch Kaisariani, Athens, Greece',\n",
       " 'Li, Hui; Forbes, Anne] Macquarie Univ, N Ryde, NSW, Australia',\n",
       " 'Yang, Weipeng] Singapore Univ Social Sci, Singapore, Singapore',\n",
       " 'Hrynevych, Liliia M.] Borys Grinchenko Kyiv Univ, Acad & Int Affairs, Kiev, Ukraine',\n",
       " 'Morze, Nataliia, V; Boiko, Mariia A.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine',\n",
       " 'Vember, Viktoriia P.] Borys Grinchenko Kyiv Univ, Fac Informat Technol & Management, Dept Comp Sci & Math, Kiev, Ukraine',\n",
       " 'Kumar, Vasu; Ghoshal, Gourav] Texas A&M Univ, Dept Ind & Syst Engn, College Stn, TX 77843 USA',\n",
       " 'Johnson, Michael D.; Nepal, Bimal] Texas A&M Univ, Dept Engn Technol & Ind Distribut, College Stn, TX USA',\n",
       " 'Levin, Laura; Verner, Igor] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel',\n",
       " 'Kucuk, Zerrin Doganca] Maynooth Univ, Sch Educ, Educ Dept, North Campus, Maynooth, Kildare, Ireland',\n",
       " 'Yabas, Defne; Corlu, Mehmet Sencer] Bahcesehir Univ, Ciragan Cad Osmanpasa Mektebi Sk 4-6, Istanbul, Turkey',\n",
       " 'Boyaci, Hayriye Sinem] Darussafaka Sch, Darussafaka Mh Darussafaka Cd 5-9, Maslak Sariyer Istanbul, Turkey',\n",
       " 'Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " 'Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " 'Albert, Lynal] Tarleton State Univ, Dept Engn & Comp Sci, Stephenville, TX 76402 USA',\n",
       " 'Yean, Aai Sheau; Syrene, Suzieleez; Rahim, Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Pajk, Tine] Primary Sch Muta, Solska Ulica 6, Muta 2366, Slovenia',\n",
       " 'Van Isacker, Karel] EcologyKM Ltd, 48 Angel Voyvoda Str,Floor 1, Rodopi Municipality 4224, Plovdiv Region, Bulgaria',\n",
       " 'Abersek, Boris; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Matemat, Koroska Cesta 160, Maribor 2000, Slovenia',\n",
       " 'Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia',\n",
       " 'Ahmad, Jamilah; Siew, Nyet Moi] Univ Malaysia Sabah, Fac Psychol & Educ, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " 'Rodriguez, Sarah L.] Texas A&M Univ Commerce, Higher Educ & Learning Technol, Commerce, TX 75428 USA',\n",
       " 'Espino, Maria L.] Iowa State Univ, Sch Educ, Higher Educ Program, Ames, IA USA',\n",
       " 'Le, Brian D.] Iowa State Univ, Sch Educ, Sci Bound, Ames, IA USA',\n",
       " 'Cunningham, Kelly J.] Univ Virginia, Sch Engn & Appl Sci, Engn Grad Writing Lab, Charlottesville, VA 22903 USA',\n",
       " 'Damekova, S. K.; Shuyushbayeva, N. N.; Ahayeva, G. S.; Kaliyeva, A. K.] Sh Ualikhanov Kokshetau Univ, Kokshetau, Kazakhstan',\n",
       " 'Tanasheva, N. K.] EA Buketov Karaganda Univ, Karaganda, Kazakhstan',\n",
       " 'Sagyndykova, Zhailagul] Narxoz Univ, Linguist Ctr, Alma Ata, Kazakhstan',\n",
       " 'Sagyndykova, Zhailagul] Narxoz Univ, Int Dev & Partnership Dept, Alma Ata, Kazakhstan',\n",
       " 'Gazdiyeva, Bella] Sh Ualikhanov Kokshetau State Univ, Dept Russian Philol & Lib Sci, Kokshetau, Kazakhstan',\n",
       " 'Gabdullina, Zarina] Sh Ualikhanov Kokshetau State Univ, Dept English & Teaching Methods, Kokshetau, Kazakhstan',\n",
       " 'Akhmetzhanova, Aida] JSC Informat & Analyt Ctr, Dept Analyt Monitoring & Evaluat, Nur Sultan, Kazakhstan',\n",
       " 'Mektepbayeva, Damel] Nazarbayev Univ, Dept Dev Innovat Ecosyst, Nur Sultan, Kazakhstan',\n",
       " 'Althonayan, Abraham] Brunel Univ London, Operat & Strateg Management, Brunel Business Sch, London, England',\n",
       " 'Althonayan, Abraham] Brunel Univ London, Brunel Business Sch, MBA, London, England',\n",
       " 'Ajit, Gloria; Lucas, Terry; Kanyan, Ringah] UNIV MALAYSIA SARAWAK, Fac Appl & Creat Arts, Sarawak, Malaysia',\n",
       " 'Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Corinaldi, Kamiyah; Engels, Renee; Gutierrez, Alyssa; Jona, Orli; Putnam, Josephine H., I; Rhodes, Brody; Pultorak, Joshua; Miller, Sarah; Handelsman, Jo] Univ Wisconsin, Wisconsin Inst Discovery, Madison, WI 53706 USA',\n",
       " 'Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Engels, Renee; Jona, Orli; Putnam, Josephine H., I; Pultorak, Joshua; Handelsman, Jo] Univ Wisconsin, Dept Plant Pathol, Madison, WI 53706 USA',\n",
       " 'Lozano, Gabriel L.] Boston Childrens Hosp, Div Infect Dis, Boston, MA USA',\n",
       " 'Lozano, Gabriel L.] Boston Childrens Hosp, Dept Pediat, Div Gastroenterol, Boston, MA USA',\n",
       " 'Lozano, Gabriel L.] Harvard Med Sch, Boston, MA 02115 USA',\n",
       " 'Balderrama, Luis] Hamline Univ, Minneapolis, MN USA',\n",
       " 'Corinaldi, Kamiyah] Colorado State Univ, Ft Collins, CO 80523 USA',\n",
       " 'Gutierrez, Alyssa] Univ Alabama, Tuscaloosa, AL USA',\n",
       " 'Rhodes, Brody] Univ West Alabama, Livingston, AL USA',\n",
       " 'Tsang, Tiffany] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT USA',\n",
       " 'Hernandez, Simon] Univ Rochester, Med Ctr, Rochester, NY 14642 USA',\n",
       " 'Bascom-Slack, Carol] Tufts Univ, Dept Med Educ, Boston, MA 02111 USA',\n",
       " 'Blum, Jessamina E.] Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA',\n",
       " 'Price, Paul A.] Eastern Michigan Univ, Dept Biol, Ypsilanti, MI 48197 USA',\n",
       " 'Davis, Debra] Wingate Univ, Dept Biol, Wingate, NC USA',\n",
       " 'Klein, Joanna] Univ Northwestern St Paul, Dept Biol & Biochem, St Paul, MN USA',\n",
       " 'Sullivan, Nora L.] Citrus Coll, Dept Biol, Glendora, CA USA',\n",
       " 'Mouncey, Nigel J.] Joint Genome Inst, Berkeley, CA USA',\n",
       " 'Dorrestein, Pieter C.] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA',\n",
       " 'Broderick, Nichole A.] Univ Connecticut, Dept Mol & Cell Biol, Mansfield, CT 06269 USA',\n",
       " 'Broderick, Nichole A.] Johns Hopkins Univ, Dept Biol, Baltimore, MD 21218 USA',\n",
       " 'Marcone Flores, Giancarlo] Univ Ingn & Tecnol UTEC, Direcc Humanidad Artes & Ciencias Sociales, Ctr Impacto & Responsabilidad Social CIRSO, Jr Medrano Silva 165, Lima, Peru',\n",
       " 'Hubbard, Katharine] Univ Hull, Dept Biol & Marine Sci, Kingston Upon Hull HU6 7RX, N Humberside, England',\n",
       " 'Tanase, S., I] Stefan Cel Mare Natl Coll, Dept Phys, Suceava 720007, Romania',\n",
       " 'Tanase, S., I] Stefan Cel Mare Univ, MANSiD Res Ctr, Suceava 720229, Romania',\n",
       " 'Tanase, S., I; Tanase, D.] Spiru Haret Comp Sci Natl Coll, Dept Phys, Suceava 720238, Romania',\n",
       " 'Buga, E. M.] Saxion Univ Appl Sci, Creat Media & Game Technol, MH Tromplaan 28, NL-7513 AB Enschede, Netherlands',\n",
       " 'Poienariu, L.] Stefan Cel Mare Univ, Fac Elect Engn & Comp Sci, Suceava 720229, Romania',\n",
       " 'Bogdan Toma, Radu] Univ Burgos, Dept Didact Especif, Burgos, Spain',\n",
       " 'Garcia-Carmona, Antonio] Univ Seville, Dept Didact Ciencias Expt & Sociales, Seville, Spain',\n",
       " 'Fort, Margherita; Monfardini, Chiara] Univ Bologna, Dept Econ, Bologna, Italy',\n",
       " 'Fort, Margherita; Monfardini, Chiara] IZA, Bonn, Germany',\n",
       " 'Monfardini, Chiara] CHILD CCA, Turin, Italy',\n",
       " 'Chise, Diana] European Cent Bank, Directorate Gen Informat Syst, Frankfurt, Germany',\n",
       " 'Fort, Margherita] FBK IRVAPP, Trento, Italy',\n",
       " 'Fort, Margherita] CESifo, Munich, Germany',\n",
       " 'Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Dept Informat & Educ Projects Management, Dnipro, Ukraine',\n",
       " 'Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dnipro, Ukraine',\n",
       " 'Dovhal, Serhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Informat & Educ Projects Management, Dnipro, Ukraine',\n",
       " 'Hryhorov, Heorhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Nat & Math Educ, Dnipro, Ukraine',\n",
       " 'Lysokolenko, Tetiana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Philosophy, Dnipro, Ukraine',\n",
       " 'Palahuta, Vadym] Natl Met Acad Ukraine, Philosoph Sci, Dnipro, Ukraine',\n",
       " 'Palahuta, Vadym] Natl Met Acad Ukraine, Dept Engn Pedag, Dnipro, Ukraine',\n",
       " 'Silva-Diaz, Francisco; Carrillo-Rosua, Javier; Antonio Fernandez-Plaza, Jose] Univ Granada, Granada, Spain',\n",
       " 'Carrillo-Rosua, Javier] Inst Andaluz Ciencias Tierra CSIC UGR, Granada, Spain',\n",
       " 'Knight, Gillian L.] Aston Univ, Ctr Innovat Learning & Educ CILE, Sch Engn & Appl Sci, Birmingham, W Midlands, England',\n",
       " 'Arabit Garcia, Javier; Prendes Espinosa, Maria Paz; Serrano Sanchez, Jose Luis] Univ Murcia, Murcia, Spain',\n",
       " 'Ferrada Ferrada, Cristian Andres; Carrillo Rosua, Francisco Javier] Univ Granada, Granada, Spain',\n",
       " 'Antonio Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Maule, Chile',\n",
       " 'Hamilton, Miriam] Univ Limerick, Mary Immaculate Coll, Limerick, Ireland',\n",
       " 'Tsai, Liang-Ting] Tzu Chi Univ, Inst Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan',\n",
       " 'Tsai, Liang-Ting] Tzu Chi Univ, Ctr Teacher Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan',\n",
       " 'Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Taiwan Marine Educ Ctr, Inst Educ, Keelung, Taiwan',\n",
       " 'Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Ctr Teacher Educ, Keelung, Taiwan',\n",
       " 'Cheng, Hao-Ti] Natl Taiwan Ocean Univ, Inst Educ, 2 Beining Rd, Keelung 202, Taiwan',\n",
       " 'Yucelyigit, Secil] TED Univ, Educ Fac, Dept Elementary Educ, Early Childhood Educ Ankara, Ankara, Turkey',\n",
       " 'Toker, Zerrin] TED Univ, Educ Fac, Dept Math & Sci Educ, Ankara, Turkey',\n",
       " 'Ling, Loh Su] Sekolah Menengah Kebangsaan Perempuan Sandakan, Sandakan 90000, Sabah, Malaysia',\n",
       " 'Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " 'McIntyre, Miranda M.] Calif State Univ San Bernardino, 5500 Univ Pkwy, San Bernardino, CA 92407 USA',\n",
       " 'Gundlach, Jessica L.] Ball State Univ, Muncie, IN 47306 USA',\n",
       " 'Graziano, William G.] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " 'Gonzalez-Pena, Omar Israel; Rodriguez-Masegosa, Rodolfo; Rodriguez-Lara, Blas Manuel] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, NL, Mexico',\n",
       " 'Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Dgo, Mexico',\n",
       " 'Gonzalez-Pena, Omar Israel] Tecnol Monterrey, Sch Engn & Sci, Av Eugenio Garza Sada Sur 2501, Monterrey 64849, Mexico',\n",
       " 'Pena-Ortiz, Maria Olivia] Univ Guadalajara, Univ Ctr Exact Sci & Engn, Dept Chem, Blvd M Garcia Barragan 1451, Guadalajara 44430, Mexico',\n",
       " 'Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Mexico',\n",
       " 'Nasri, Nurfarahin; Rahimi, Nik Mohd; Nasri, Nurfaradilla Mohamad; Abd Talib, Mohamad Asyraf] Univ Kebangsaan Malaysia, Fac Educ, Bangi 43600, Selangor, Malaysia',\n",
       " 'Tselegkaridis, Sokratis; Sapounidis, Theodosios] Int Hellen Univ IHU, Dept Informat & Elect Engn, Thessaloniki 57400, Greece',\n",
       " 'Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China',\n",
       " 'Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China',\n",
       " 'Felder, Richard M.] North Carolina State Univ, Chem Engn, Raleigh, NC 27695 USA',\n",
       " 'Greca, Ileana M.; Ortiz-Revilla, Jairo] Univ Burgos, Fac Educ, Dept Didact Especif, Burgos, Spain',\n",
       " 'Arriassecq, Irene] Univ Nacl Ctr Prov Buenos Aires, Fac Ciencias Exactas, ECienTec, Buenos Aires, DF, Argentina',\n",
       " 'Amo, Daniel] Ramon Llull Univ, Dept Engn, Grp Res GRETEL, Barcelona 08022, Spain',\n",
       " 'Fox, Paul] Ramon Llull Univ, Dept Management, Grp Res GRETEL, Barcelona 08022, Spain',\n",
       " 'Fonseca, David] Ramon Llull Univ, Dept Architecture, Grp Res GRETEL, Barcelona 08022, Spain',\n",
       " 'Poyatos, Cesar] Autonomous Univ Madrid, Didact & Theory Educ Dept, Grp Res EDI, Madrid 28049, Spain',\n",
       " 'Calatrava Arroyo, Amanda; Ramos Montes, Marcos; Segrelles Quilis, J. Damian] Univ Politecn Valencia UPV, Inst Instrumentac Imagen Mol I3M, Valencia 46022, Spain',\n",
       " 'Chasteen, Stephanie] Univ Colorado Boulder, Boulder, CO 80309 USA',\n",
       " 'Mutambara, David] Univ Zululand, Richards Bay, South Africa',\n",
       " 'Mutambara, David; Bayaga, Anass] Nelson Mandela Univ, Port Elizabeth, South Africa',\n",
       " 'Mayorova, Vera, I; Grishko, Dmitriy A.; Leonov, Victor V.] Bauman Moscow State Tech Univ, Moscow, Russia',\n",
       " 'Wu, Yufei; Koszalka, Tiffany A.] Syracuse Univ, 259 Huntington Hall, Syracuse, NY 13244 USA',\n",
       " 'Cheng, Jiaming] Texas Tech Univ, Coll Educ, Ctr Innovat eLearning, Lubbock, TX 79407 USA',\n",
       " 'Klutsch, Cornelya F. C.; Wikan, Anne; Gonzalez, Victoria; Hagen, Snorre B.] Norwegian Inst Bioecon Res, NIBIO Div Environm & Nat Resources, As, Norway',\n",
       " 'Aspholm, Paul Eric; Bjorn, Tor-Arne] Norwegian Inst Bioecon Res, NIBIO Div Forest & Forest Resources, As, Norway',\n",
       " 'Polikarpova, Natalia] Pasvik State Nat Reserve, Rayakosky, Russia',\n",
       " 'Veisblium, Olga] Kandalaksha State Nat Reserve, Kandalaksha, Russia',\n",
       " 'Gong, Hee Jung] Univ Georgia, Inst Higher Educ, Athens, GA 30602 USA',\n",
       " 'Park, Hyeri] Mokpo Natl Maritime Univ, Ctr Educ Qual Management, Mokpo, South Korea',\n",
       " 'Hagood, Thomas Chase] Univ Georgia, Div Acad Enhancement, Athens, GA 30602 USA',\n",
       " 'Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China',\n",
       " 'Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA',\n",
       " 'Huang, Wen] Arizona State Univ, Engn Educ Syst & Design, Polytech Sch, Ira A Fulton Sch Engn, Mesa, AZ 85281 USA',\n",
       " 'Roscoe, Rod D.; Craig, Scotty D.] Arizona State Univ, Polytech Sch, Human Syst Engn, Ira A Fulton Sch Engn, Mesa, AZ USA',\n",
       " 'Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA',\n",
       " 'Stiemsma, Leah T.; Davis, Stephen D.; Brewster, Jay L.] Pepperdine Univ, Div Nat Sci, Malibu, CA 90265 USA',\n",
       " 'Sabat, Mira] Univ Balamand, Dept Math, El Koura, Lebanon',\n",
       " 'Abdel-Massih, Roula M.] Univ Balamand, Dept Biol, El Koura, Lebanon',\n",
       " 'Kanaan, Amjad] Univ Balamand, Biomed Sci, El Koura, Lebanon',\n",
       " 'Salloum, Sara] Univ Balamand, Dept Educ, El Koura, Lebanon',\n",
       " 'Serhan, Mireille] Univ Balamand, Dept Nutr Sci, El Koura, Lebanon',\n",
       " 'Fares, Roula] Univ Balamand, Issam Fares Fac Technol, El Koura, Lebanon',\n",
       " 'Haddad, Nicolas] Univ Balamand, Dept Comp Engn, El Koura, Lebanon',\n",
       " 'Melki, Antoine] Univ Balamand, Dept Comp Sci, El Koura, Lebanon',\n",
       " 'Nguyen, Andrew V.; Orlofsky, Amos; Pubill, Kaylynn; Tawde, Mangala; Li, Gaozhen; Mata, Diana; Bermudes, Oscar; Fernandez, Miguel; Santana, Jonathan; Kim, Woochul; Chimbay, Enzon; Kim, Yeeun; Nguyen, Trieu; Fox, Malcolm] CUNY, Queensborough Community Coll, Dept Biol Sci & Geol, Bayside, NY 11364 USA',\n",
       " 'Eralte, Janelly] Mercy Coll, Dept Nat Sci, Dobbs Ferry, NY 10522 USA',\n",
       " 'Metz, Molly; Smyth, Davida S.] New Sch, Eugene Lang Coll Liberal Arts, Dept Nat Sci & Math, New York, NY USA',\n",
       " 'Panzeca, Caterina] SUNY Maritime Coll, Dept Sci, New York, NY USA',\n",
       " 'Khan, Mazhar I.] Coll Agr Hlth & Nat Resources, Dept Pathobiol & Vet Sci, Storrs, CT USA',\n",
       " 'Olson, Joann S.] Univ Houston Victoria, Adult & Higher Educ, Victoria, TX 77901 USA',\n",
       " 'Nayar-Bhalerao, Sneha] Univ Houston Victoria, Counselor Educ, Victoria, TX USA',\n",
       " 'Borman, Lisa; Strimel, Greg J.; Krause, Liesl] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " 'Rushton, Elizabeth A. C.; King, Heather] Kings Coll London, Sch Educ Commun & Soc, Waterloo Bridge Wing,Franklin Wilkins Bldg, London SE1 9HN, England',\n",
       " 'Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Diaz, Noemi V. Mendoza; Barhate, Bhagyashree; Johnston, Austin; Jabarkhail, Sami] Texas A&M Univ, Dept Educ Adm & Human Resources, College Stn, TX 77843 USA',\n",
       " 'Chung, Chih-Chao] Natl Pingtung Univ Sci & Technol, Gen Res Serv Ctr, Pingtung 91201, Taiwan',\n",
       " 'Huang, Shu-Lan] Pingtung Cty Ping Rong High Sch, Dept Comp Sci, Pingtung 90052, Taiwan',\n",
       " 'Cheng, Yuh-Ming] SHU TE Univ, Dept Comp Sci & Informat Engn, Kaohsiung 82445, Taiwan',\n",
       " 'Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Technol & Vocat Educ, Pingtung 91201, Taiwan',\n",
       " 'Hockicko, Peter; Tarjanyiova, Gabriela] Univ Zilina, Fac Elect Engn & Informat Technol, Zilina, Slovakia; 0',\n",
       " 'Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Quan-Hoang Vuong] Phenikaa Univ, Ctr Interdisciplinary Social Res, Yen Nghia Ward, Hanoi 100803, Vietnam',\n",
       " 'Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Ha-My Vuong] Vuong & Associates, AI Social Data Lab, Hanoi 100000, Vietnam',\n",
       " 'Thanh-Hang Pham] Hanoi Univ, Fac Management & Tourism, Hanoi 100803, Vietnam',\n",
       " 'Thanh-Hang Pham; Anh-Duc Hoang] RMIT Vietnam Univ, Sch Business & Management, Hanoi 100000, Vietnam',\n",
       " 'Thu-Trang Vuong] Sci Po Paris, 27 Rue St Guillaume, F-75007 Paris, France',\n",
       " 'Hung-Hiep Pham] Phu Xuan Univ, Ctr Res & Practice Educ, Hue 49000, Vietnam',\n",
       " 'Hung-Hiep Pham; Anh-Duc Hoang] EdLab Asia Educ Res & Dev Ctr, Hanoi 100000, Vietnam',\n",
       " 'Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China',\n",
       " 'Valovicova, Lubomira; Ondruska, Jan; Zelenicky, Lubomir] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Phys, Tr A Hlinku 1, Nitra 94974, Slovakia',\n",
       " 'Chytry, Vlastimil] Univ JE Purkyne, Fac Educ, Dept Presch & Primary Educ, Usti Nad Labem 40001, Czech Republic',\n",
       " 'Medova, Janka] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Math, Tr A Hlinku 1, Nitra 94974, Slovakia',\n",
       " 'Bassachs, Marcel] Univ Girona, Dept Pedag, Girona 17004, Spain',\n",
       " 'Canabate, Dolors; Nogue, Lluis] Univ Girona, Dept Specif Didact, Girona 17004, Spain',\n",
       " 'Canabate, Dolors; Nogue, Lluis; Colomer, Jordi] Univ Girona, Inst Sci Educ, Teaching Innovat Networks Reflect & Cooperat Lear, Girona 17003, Spain',\n",
       " 'Serra, Teresa; Colomer, Jordi] Univ Girona, Dept Phys, Girona 17003, Spain',\n",
       " 'Bubnys, Remigijus] Siauliai Univ, Inst Educ, 25 Visinskio St, LT-76351 Shiauliai, Lithuania',\n",
       " 'Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Malaysia',\n",
       " 'Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Malaysia; Aggie STEM, College Stn, TX USA; Texas A&M Univ, College Stn, TX USA',\n",
       " 'Ingram, Erin] Univ Nebraska, Inst Agr & Nat Resources Sci Literacy Initiat, Lincoln, NE 68583 USA',\n",
       " 'Keshwani, Jenny] Univ Nebraska, Dept Biol Syst Engn, Lincoln, NE 68583 USA',\n",
       " 'Hempel, Byron; Blowers, Paul] Univ Arizona, Chem & Environm Engn, Tucson, AZ 85721 USA',\n",
       " 'Kiehlbaugh, Kasi] Univ Arizona, Coll Engn, Tucson, AZ 85721 USA',\n",
       " 'Ralls, Deborah; Bianchi, Lynne] Univ Manchester, Fac Sci & Engn, Sci & Engn Educ Res & Innovat Hub, Manchester M13 9PL, Lancs, England',\n",
       " 'Choudry, Sophina] Univ Manchester, Manchester Inst Educ, Manchester M13 9PL, Lancs, England',\n",
       " 'Anderson Quarderer, Nathan; McDermott, Mark A.] Univ Iowa, Iowa City, IA 52242 USA',\n",
       " 'Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada',\n",
       " 'Du, Hanxiang; Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA',\n",
       " 'Chen, Guanhua] Concord Consortium, Concord, MA 01742 USA',\n",
       " 'Xie, Charles] Inst Future Intelligence, Natick, MA 01760 USA',\n",
       " 'Pagano, Lauren C.; Haden, Catherine A.] Loyola Univ, Dept Psychol, Chicago, IL 60660 USA',\n",
       " 'Uttal, David H.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Tomblin, David; Mogul, Nicole] Univ Maryland, Coll Pk Scholars Sci Technol & Soc Program, College Pk, MD 20742 USA',\n",
       " 'Smith, Dorothy V.] Univ New England, Sch Educ, Dept STEM Educ, Armidale, NSW 2351, Australia',\n",
       " 'Wen, Yun] Nanyang Technol Univ, Natl Inst Educ, Singapore, Singapore',\n",
       " 'Blustein, David L.; Erby, Whitney; Meerkins, Tera; Soldz, Isaac; Ezema, Gabriel Nnamdi] Boston Coll, Dept Counseling Dev & Educ Psychol, Campion 315, Chestnut Hill, MA 02467 USA',\n",
       " 'King, Hunter C.; Lewis, Heather L. J.; Payan, Julio; Fischer, Aaron J.] Univ Utah, 1238 E Fenway Ave,Unit 2, Salt Lake City, UT 84102 USA',\n",
       " 'Bella, Zachary] Univ Wisconsin, Milwaukee, WI 53201 USA',\n",
       " 'Juskeviciene, Anita; Stupuriene, Gabriele; Jevsikova, Tatjana] Vilnius Univ, Inst Data Sci & Digital Technol, Akad Str 4, LT-08412 Vilnius, Lithuania',\n",
       " 'Rodriguez, Alberto J.; Shim, Soo Won] Purdue Univ, Coll Educ, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA',\n",
       " \"O'Hara, Robert M.] Clemson Univ, Dept Educ & Human Dev, 101 Gantt Cr, Clemson, SC 29631 USA\",\n",
       " 'Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China',\n",
       " 'Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China',\n",
       " 'Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " 'Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " 'Gonzalez-Nieto, Noe Abraham; Ching-Chiang, Lay-Wah Carolina; Fernandez-Cardenas, Juan Manuel; Reynaga-Pena, Cristina G.; Santamaria-Cid-de-Leon, David] Tecnol Monterrey, Escuela Humanidades & Educ, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico',\n",
       " 'Diaz-de-Leon-Lastras, Alejandra; Cortes Capetillo, Azael Jesus] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; 0',\n",
       " 'Wolf, Vanessa; Hsiao, Valerie; Min, Ashley; Ashcroft, Jared] Pasadena City Coll, Pasadena, CA 91106 USA',\n",
       " 'Rodriguez, Brandon] NASA Educ, Jet Prop Lab, Pasadena, CA USA',\n",
       " 'Mayorga, Jill] Aspire Pacific Acad, Huntington Pk, CA USA',\n",
       " 'Anderson, Ashlyn E.] Univ Alabama Birmingham, Dept Cell Dev & Integrat Biol, Birmingham, AL USA',\n",
       " 'Justement, Louis B.; Bruns, Heather A.] Univ Alabama Birmingham, Dept Microbiol, 845 19th St South,BBRB 273B, Birmingham, AL 35294 USA',\n",
       " 'Wannapiroon, Naphong; Petsangsri, Sirirat] King Mongkuts Inst Technol Ladkrabang, Bangkok, Thailand',\n",
       " 'Nurtanto, Muhammad] Univ Sultan Ageng Tirtayasa, Dept Mech Engn Educ, Jl Raya Jakarta Km 4, Banten, Indonesia',\n",
       " 'Sudira, Putu] Yogyakarta State Univ, Grad Sch, Tech & Vocat Educ, Jl Colombo 1, Yogyakarta, Indonesia',\n",
       " 'Kholifah, Nur] Yogyakarta State Univ, Dept Culinary & Fash Educ, Jl Colombo 1, Yogyakarta, Indonesia',\n",
       " 'Samsudin, Achmad] Univ Pendidikan Indonesia, Dept Phys Educ, Jl Dr Setiabudi 229, Kota Bandung 40154, Jawa Barat, Indonesia',\n",
       " 'Warju, Warju] Univ Negeri Surabaya, Fac Engn, Dept Mech Engn, Jl Ketintang, Surabaya 60213, Indonesia',\n",
       " 'Nguyen Thi Thu Thuy] Pham Dong Univ, Dept Phys Educ, Fac Sci Educ, Quangngai, Vietnam',\n",
       " 'Nguyen Van Bien; Duong Xuan Quy] Hanoi Natl Univ Educ, Fac Phys, Dept Phys Educ, Hanoi, Vietnam',\n",
       " 'Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia',\n",
       " 'Putra, Pramudya Dwi Aristya] Jember Univ, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia',\n",
       " 'Mineta, Ippei; Hakamada, Hiroki] Shizuoka Univ, Grad Sch Educ, Dept Sci Educ, Shizuoka, Japan',\n",
       " 'Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan',\n",
       " 'Kumano, Yoshisuke] Shizuoka Univ, Grad Sch Sci Informat & Technol, Dept Sci Educ, Shizuoka, Japan',\n",
       " ...]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-1 用英文 \"; [ \" 拆分,生成list_split列表，每一个句子将成为列表中独立的元素\n",
    "list_split = text.split(\"; [\")#请在此作答\n",
    "list_split"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q3 20分 易\n",
    "\n",
    "-------------\n",
    "* 筛选作者所有地址列表info中出现China的内容，组成新的列表(20分)\n",
    "* 答案示例：\n",
    "```\n",
    "USA_list: \n",
    "['[Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
    " '[Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA; [Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA; [Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA; [Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA',\n",
       " '[De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada; [Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada; [Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada; [Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, Canada',\n",
       " 'US Govt Accountabil Off, Washington, DC 20548 USA',\n",
       " '[Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA',\n",
       " '[Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA; [Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA; [Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA; [Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA; [Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA; [Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA',\n",
       " '[Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA; [Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA; [Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA',\n",
       " '[Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA',\n",
       " '[Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA; [Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA',\n",
       " '[Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA',\n",
       " 'Univ N Dakota, Dept Space Studies, Grand Forks, ND 58202 USA',\n",
       " '[Adedokun, Omolola A.; Liu, Jia; Parker, Loran Carleton; Burgess, Wilella] Purdue Univ, Discovery Learning Res Ctr, W Lafayette, IN 47907 USA',\n",
       " 'Arizona State Univ, Tempe, AZ 85287 USA',\n",
       " '[Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea; [Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA; [Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA',\n",
       " '[Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA; [Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USA',\n",
       " '[Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA',\n",
       " '[Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA; [Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA',\n",
       " '[Pietsch, Renee B.; Schmale, David G., III] Virginia Tech, Dept Plant Pathol Physiol & Weed Sci, Blacksburg, VA 24061 USA; [Bohland, Cynthia L.] Roanoke Valley Governors Sch Sci & Technol, Roanoke, VA USA',\n",
       " '[Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan; [Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan; [Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan',\n",
       " '[Whannell, Robert; Tobias, Stephan] Univ New England, Armidale, NSW 2351, Australia',\n",
       " '[de la Torre Cantero, Jorge; Luis Saorin, Jose] Univ La Laguna, Engn Graph Area, Tenerife 38204, Islas Canarias, Spain; [Melian, Damari; Meier, Cecile] La Laguna Univ ULL, Fac Educ, San Cristobal la Laguna, Spain',\n",
       " '[Huang, Po-Hsin; Chiu, Ming-Chuan; Hwang, Sheue-Ling] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan; [Wang, Jan-Li] Natl Appl Res Labs, Natl Ctr High Performance Comp, Hsinchu 30076, Taiwan',\n",
       " '[Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA; [Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA; [Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA; [Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA',\n",
       " '[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia',\n",
       " '[Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA; [Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USA',\n",
       " '[Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA; [Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA',\n",
       " '[Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia; [Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia',\n",
       " '[Goldfien, Andrea C.; Badway, Norena Norton] NSF ATE Targeted Res Tech Educ, 102 Amelia Way, Novato, CA 94949 USA',\n",
       " '[Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA; [Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA',\n",
       " '[Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey; [Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey; [Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey',\n",
       " '[Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey; [Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA; [Shelton, Brett] Boise State Univ, Boise, ID 83725 USA; [Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA',\n",
       " '[Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand',\n",
       " '[Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA; [Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece; [Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA; [Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China',\n",
       " '[English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia',\n",
       " '[Li, S.; Ernst, J. V.] Virginia Tech, Sch Educ, Integrat STEM Educ, 366 Smyth Hall, Blacksburg, VA 24061 USA; [Williams, T. O.] Virginia Tech, Sch Educ, Special Educ, Blacksburg, VA 24061 USA',\n",
       " '[Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA; [Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA',\n",
       " '[Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA; [Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA',\n",
       " '[Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA; [Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA; [Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA',\n",
       " '空缺值',\n",
       " '[Anderson, Margery K.; Tenenbaum, Laura S.; Ramadorai, Swati B.; Yourick, Debra L.] Walter Reed Army Inst Res, 503 Robert Grant Ave Rm 1A22, Silver Spring, MD 20910 USA; [Tenenbaum, Laura S.] Walter Reed Army Inst Res, Sch Psychol, Silver Spring, MD 20910 USA; [Ramadorai, Swati B.] Walter Reed Army Inst Res, Educ Outreach, Silver Spring, MD 20910 USA; [Yourick, Debra L.] Walter Reed Army Inst Res, Sci Educ & Strateg Commun, Silver Spring, MD 20910 USA',\n",
       " '[Cook, G.] Oklahoma State Univ, Ctr Hlth Sci, Anat Cell Biol, Tulsa, OK 74106 USA',\n",
       " '[Arrieta, Diane] Florida Atlantic Univ, Jupiter, FL 33458 USA; [Kern, Jacqueline] Palm Beach State Coll, Palm Beach Gardens, FL 33410 USA',\n",
       " '[Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA',\n",
       " '[Poland, Susan] George Mason Univ, 4400 Univ Dr,MS4D1, Fairfax, VA 22036 USA; [Plevyak, Linda] Univ Cincinnati, Cincinnati, OH 45220 USA',\n",
       " '[Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England',\n",
       " '[Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Rossi, Dara] Southern Methodist Univ, Dallas, TX 75275 USA',\n",
       " '[Gonzales, A. N.; Van Tuyl, L.; Martinez, B.; Baluch, D. P.] Arizona State Univ, Sch Life Sci, Tempe, AZ USA; [Hasper, E.; Windhorst, R. A.] Arizona State Univ, Sch Space & Earth Explorat, Tempe, AZ USA; [Hedgpeth, T.] Arizona State Univ, Disabil Resource Ctr, Tempe, AZ USA',\n",
       " '[Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA',\n",
       " 'Colorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA',\n",
       " '[Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " '[Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA; [Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA',\n",
       " '[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Snipes, Vincent T.] Winston Salem State Univ, Dept Math, Winston Salem, NC 27110 USA; [Atkinson, Alvin] Winston Salem State Univ, Ctr Community Safety, Winston Salem, NC 27110 USA',\n",
       " '[Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA; [Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA; [Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA; [Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA; [Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA',\n",
       " 'Bayer Corp, Pittsburgh, PA 15205 USA',\n",
       " '[Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA; [Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA; [Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA; [Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA',\n",
       " '[Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA; [Winters, John V.] IZA, Bonn, Germany',\n",
       " 'Claremont Grad Univ, Claremont, CA 91711 USA',\n",
       " '[Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA; [Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA; [Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA; [Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA; [Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA',\n",
       " '[Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA; [Froyd, Jeff] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Deards, Kiyomi D.] Univ Nebraska, Dept Res & Instruct Serv, Lincoln, NE 68506 USA; [Burks, Raychelle] Doanne Coll, Dept Chem, Crete, NE 68333 USA',\n",
       " '[Warner, Isiah M.; Crawford, Melissa; Wilson, Zakiya; Wright, Ashleigh; Thomas, Gloria] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Pang, Su-Seng; Li, Guoqiang] Louisiana State Univ, Dept Mech & Ind Engn, Baton Rouge, LA 70803 USA',\n",
       " '[Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA; [Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India; [Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA',\n",
       " '[Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA; [Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA',\n",
       " '空缺值',\n",
       " 'Jerusalem Coll, IL-91160 Jerusalem, Israel',\n",
       " '空缺值',\n",
       " 'Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA',\n",
       " 'Penn State Univ, Behrend Coll, Erie, PA 16563 USA',\n",
       " '空缺值',\n",
       " '[Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA; [Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA',\n",
       " '[Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA; [Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA; [Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USA',\n",
       " '[Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " '[Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan; [Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan; [Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan; [Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan; [Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " '[Chen, Chien-fei] Univ Tennessee, NSF DOE Engn Res Ctr CURENT, Knoxville, TN 37996 USA; [Tomsovic, Kevin] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA; [Aydeniz, Mehmet] Univ Tennessee, Theory & Practice Teacher Educ, Knoxville, TN 37996 USA',\n",
       " '[Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA; [Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA; [Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA; [Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA',\n",
       " '空缺值',\n",
       " '[Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
       " '[Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia; [Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia',\n",
       " '[Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia',\n",
       " '[Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia; [Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Osman, Kamisah] Natl Univ Malaysia, Bangi, Malaysia; [Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Dickerson, Daniel L.] Old Dominion Univ, STEM Educ & Profess Studies, Norfolk, VA 23529 USA; [Eckhoff, Angela; Chappell, Shanan; Hathcock, Stephanie] Old Dominion Univ, Norfolk, VA 23529 USA; [Stewart, Craig O.] Univ Memphis, Memphis, TN 38152 USA',\n",
       " '[Cwikla, Julie] CISSTEM Ctr Integrat Studies STEM, Mobile, AL 36688 USA; [Cwikla, Julie] Univ S Alabama, Mobile, AL 36688 USA; [Milroy, Scott] Univ So Mississippi, Stennis Space Ctr, MS 39529 USA; [Reider, David] Educ Design Inc, Newtonville, MA 02460 USA',\n",
       " '[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA',\n",
       " '[Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA',\n",
       " '[Janelle, Donald G.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " '[Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA; [Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China',\n",
       " '[Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA; [Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " '[Vercellotti, Sharon; Vercellotti, John] V LABS INC, Covington, LA 70433 USA',\n",
       " '[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.; Snipes, Vincent T.; Atkinson, Alvin] Winston Salem State Univ, Winston Salem, NC 27110 USA',\n",
       " 'Calif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USA',\n",
       " '[Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA; [Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " '[Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA; [Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA; [Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA; [Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA; [Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA; [Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA',\n",
       " '[Muindi, Fanuel] MIT, Cambridge, MA 02139 USA; [Guha, Moytrayee] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA',\n",
       " '[Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA; [Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA; [Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA',\n",
       " '[Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia; [Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA',\n",
       " '[Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA; [Ayar, Mehmet C.] TUBITAK, Ankara, Turkey; [Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey',\n",
       " '[Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA; [Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada',\n",
       " '[Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA; [Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France; [Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA',\n",
       " '[Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Wolfe, Harvey; Besterfield-Sacre, Mary; Shuman, Larry J.] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " '[Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey; [Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA',\n",
       " '[Talaue, Frederick Toralballa] Nanyang Technol Univ, Singapore 637616, Singapore',\n",
       " '[Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia',\n",
       " '空缺值',\n",
       " '[Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA; [Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA',\n",
       " '[MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA; [Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA; [Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA',\n",
       " '[Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA; [Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA',\n",
       " '[Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA',\n",
       " '[Doyle, Kari M. H.] Bay Sch San Francisco, San Francisco, CA 94129 USA; [Vale, Ronald D.] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA; [Vale, Ronald D.] Univ Calif San Francisco, Howard Hughes Med Inst, San Francisco, CA 94158 USA',\n",
       " '[Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USA',\n",
       " '[Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " '[Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA',\n",
       " '[Towns, Marcy] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA; [Thompson, John] Univ Maine, Dept Phys & Astron, Orono, ME 04469 USA; [Christensen, Warren] N Dakota State Univ, Dept Phys, Frgo, ND 58108 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, San Diego, CA 92120 USA',\n",
       " '[Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA; [Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA; [Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA',\n",
       " 'Bilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey',\n",
       " 'Hampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA',\n",
       " 'Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA',\n",
       " '[Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA; [Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA',\n",
       " \"[McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA; [O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA; [Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA; [Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA\",\n",
       " '[Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA; [Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Ampaw, Frim; Partlo, Margaret] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " '[Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA; [Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA; [Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA; [Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA; [Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany; [Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany',\n",
       " '空缺值',\n",
       " '[Gandhi, Eshani; Orgill, MaryKay; Schrader, P. G.] Univ Nevada, Dept Chem, Las Vegas, NV 89154 USA',\n",
       " '[Kukreti, Anant R.] Univ Cincinnati, Sch Energy Environm Biol & Med Engn, Cincinnati, OH 45221 USA; [Maltbie, Catherine V.] Univ Cincinnati, Coll Educ, Criminal Justice & Human Serv Evaluat Serv Ctr, Cincinnati, OH 45221 USA',\n",
       " '[Tower, Roger] Independence Sci, W Lafayette, IN 47906 USA',\n",
       " '[Bakhiet, Raga] Southwestern Coll, Chula Vista, CA USA; [Carcia, Theresa] SDSU, Coll Engn, San Diego, CA USA; [Alvarez, Rafael] SDCC, San Diego, CA USA',\n",
       " '[Dutnall, Robert N.] Univ San Diego, Dept Chem & Biochem, San Diego, CA 92110 USA; [Banner, Valentyna; Booker, Aja; Vizzo, Emily; Kane, Christine] San Diego Global Vis Acad, San Diego, CA USA',\n",
       " '[Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark',\n",
       " '[Ryan, Melissa S.] Ocean Technol Fdn, Mystic, CT 06355 USA',\n",
       " '空缺值',\n",
       " '[Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA',\n",
       " '[McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA; [Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA',\n",
       " '[Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan; [Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan',\n",
       " '[Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA; [Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA',\n",
       " '[Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA; [Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA',\n",
       " '[Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA',\n",
       " '[Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA; [Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA',\n",
       " '[Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden; [Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden',\n",
       " '[Hudson, Peter; English, Lyn D.] Fac Educ, Sch Curriculum, Brisbane, Qld, Australia; [Dawes, Les] Fac Sci & Engn, Sch Earth Environm & Biol Sci, Brisbane, Qld, Australia',\n",
       " '[Martinez, Edward; Lindline, Jennifer; Petronis, Michael S.] New Mexico Highlands Univ, Nat Resource Management Dept, Las Vegas, NM 87701 USA; [Pilotti, Maura] New Mexico Highlands Univ, Dept Social & Behav Sci, Las Vegas, NM 87701 USA',\n",
       " '[Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " '[Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " 'Univ Alabama, Huntsville, AL USA',\n",
       " '[Hudson, Peter; English, Lyn D.; Dawes, Les; Macri, Jo] Queensland Univ Technol, Kelvin Grove, Qld 4059, Australia',\n",
       " '[Ashe, Colin A.; Yaron, David J.; Chase, Catherine; Adamson, David] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA; [Carter, W. Craig] MIT, Cambridge, MA 02139 USA; [Bartolo, Laura] Kent State Univ, Kent, OH 44242 USA',\n",
       " '[Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " '[Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " '[Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA; [Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA; [Francom, Greg] No State Univ, Aberdeen, SD 57401 USA; [Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA; [Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA; [Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA; [Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA',\n",
       " '[Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA; [Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA',\n",
       " '[Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA',\n",
       " '空缺值',\n",
       " '[Yu, Chong Ho; DiGangi, Samuel; Jannasch-Pennell, Angel] Arizona State Univ, Appl Learning Technol Inst, Scottsdale, AZ 85257 USA',\n",
       " '[Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA; [Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA',\n",
       " '[Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA',\n",
       " '[Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA; [Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA',\n",
       " '[Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA; [Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA; [Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA',\n",
       " '[Meyers, Kerry L.; Goodrich, Victoria; Brockman, Jay] Univ Notre Dame, Notre Dame, IN 46556 USA',\n",
       " '[Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA; [Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA',\n",
       " '[Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway',\n",
       " '[Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA',\n",
       " 'Robert Gordon Univ, Inst Innovat Design & Sustainabil Res, Aberdeen AB10 7QD, Scotland',\n",
       " '[Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',\n",
       " '[Riga, Alan T.] Cleveland State Univ, Dept Chem, Coll Sci & Hlth Profess, Cleveland, OH 44115 USA; [Matthews, M. Ellen] Buckeye Pharmaceut, Beachwood, OH 44122 USA',\n",
       " '[Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA; [Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA',\n",
       " '[Rule, Gordon] Carnegie Mellon Univ, Dept Biol Sci, Pittsburgh, PA 15213 USA; [Bajzek, Diana] Carnegie Mellon Univ, Off Technol Educ, Pittsburgh, PA 15213 USA; [Goodman, Anya] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA; [Kessler, Aaron] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15213 USA',\n",
       " '[Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USA',\n",
       " '[Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA; [Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USA',\n",
       " '[Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA; [Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA; [Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA',\n",
       " '[Kaufman, Senator Edward E.] US Senate, Washington, DC 20510 USA',\n",
       " '[Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; [Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany',\n",
       " '空缺值',\n",
       " '[Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA; [Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA; [Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA',\n",
       " '[Woodard, Lisa J.] Washington State Univ, Coll Pharm, Dept Pharmacotherapy, Spokane, WA 99210 USA; [Wilson, Judith S.] San Joaquin Cty Off Educ, Stockton, CA USA; [Blankenship, James] Univ Pacific, Thomas J Long Sch Pharm & Hlth Sci, Stockton, CA 95211 USA; [Lindsey, Marti] Univ Arizona, Coll Pharm, Tucson, AZ 85721 USA',\n",
       " 'Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England',\n",
       " '[English, Lyn D.; Hudson, Peter] Queensland Univ Technol, Sch Math Sci & Technol Educ, Brisbane, Qld 4001, Australia; [Dawes, Les] Queensland Univ Technol, Sch Urban Dev, Brisbane, Qld 4001, Australia',\n",
       " 'Soc Mfg Engineers SME Educ Fdn, Dearborn, MI USA',\n",
       " '[Denker, S. P.; Lindburg, L.] BayBio Inst, San Francisco, CA USA',\n",
       " '空缺值',\n",
       " '[Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA; [Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA; [Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA',\n",
       " '[Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA',\n",
       " 'Battelle Mem Inst, Columbus, OH 43201 USA',\n",
       " '空缺值',\n",
       " 'Battelle Mem Inst, Columbus, OH 43201 USA',\n",
       " '空缺值',\n",
       " '[Riechert, Susan E.] Univ Tennessee, Knoxville, TN 37996 USA; [Post, Brian K.] Georgia Inst Technol, Sch Mech Engn, Atlanta, GA 30318 USA',\n",
       " '[Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA; [Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA; [Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA',\n",
       " '[Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England',\n",
       " '空缺值',\n",
       " '[Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA; [Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA',\n",
       " '空缺值',\n",
       " '[Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA; [Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA; [George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA',\n",
       " '[Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA; [Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 'Cornell Univ, Ithaca, NY 14853 USA',\n",
       " '[Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA',\n",
       " '[Amato-Henderson, Susan] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA; [Lehman, John B.] Michigan Technol Univ, Enrollment Serv, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Expo Program, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Educ Program, Houghton, MI 49931 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Narum, Jeanne L.] Independent Coll Off, Project Kaleidoscope, Washington, DC 20036 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 'Univ Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand',\n",
       " '[Strozak, Victor S.] CUNY, Ctr Adv Study Educ, Grad Ctr, New York, NY 10016 USA',\n",
       " 'Georgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA',\n",
       " 'Univ Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands',\n",
       " 'Phoeniz Zoo, Phoenix, AZ 85008 USA',\n",
       " 'Penn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA',\n",
       " \"[Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP Syst Neurosci Lab, El Paso, TX 79968 USA; [D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Biol Educ Res Grp, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Dept Biol Sci, 500 W Univ Ave,Biosci Bldg, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Border Biomed Res Ctr, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP PERSIST Brain Mapping & Connect Teaching Lab, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Bldg SCHOLARS Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP RISE Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP Neurosci Bachelor Sci Degree Program, El Paso, TX 79968 USA\",\n",
       " \"[D'Alessio, Matteo] Univ Mississippi, Dept Civil Engn, 204 Carrier Hall, University, MS 38677 USA; [Rushing, Grace] Univ Mississippi, Dept Civil Engn, 202 Carrier Hall, University, MS 38677 USA; [Gray, Tiffany L.] Univ Mississippi, Div Outreach & Continuing Educ, Jackson Ave Ctr, University, MS 38677 USA\",\n",
       " '[Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Univ, Dept Chem, 1515 Pierce Dr, Atlanta, GA 30322 USA; [Charkoudian, Louise K.] Haverford Coll, Dept Chem, Haverford, PA 19041 USA; [Le, Benjamin] Haverford Coll, Dept Psychol, Haverford, PA 19041 USA; [Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA',\n",
       " '[Vinje, Hilde; Almoy, Trygve; Froslie, Kathrine Frey; Saebo, Solve] Norwegian Univ Life Sci, Fac Chem Biotechnol & Food Sci, Christian Magnus Falsens Vei 1, N-1433 As, Norway; [Brovold, Helge] Norwegian Univ Sci & Technol, Nat Ctr Sci Recruitment, Trondheim, Norway',\n",
       " '[Bacovic, Maja; Pejovic, Bojan] Univ Montenegro, Fac Econ, Podgorica, Montenegro; [Andrijasevic, Zivko] Univ Montenegro, Fac Philosophy, Podgorica, Montenegro',\n",
       " '[Lin, Chun-Hung] Chung Yuan Christian Univ, Ctr Teacher Educ, Taoyuan, Taiwan; [Yu, Chih-Chang] Chung Yuan Christian Univ, Dept Informat & Comp Engn, Taoyuan, Taiwan; [Shih, Po-Kang] Chung Yuan Christian Univ, Ctr Gen Educ, Taoyuan, Taiwan; [Wu, Leon Yufeng] Chung Yuan Christian Univ, Grad Sch Educ, Taoyuan, Taiwan',\n",
       " '[Ozcakir Sumen, Ozlem; Calisici, Hamza] Ondokuz Mayis Univ, Fac Educ, Samsun, Turkey',\n",
       " '[Capobianco, Brenda M.; Clingerman, Jenna] Purdue Univ, Dept Curriculum & Instruct, 100 North Univ St, W Lafayette, IN 47907 USA; [Radloff, Jeffrey] SUNY Coll Cortland, Childhood Early Childhood Educ Dept, Cortland, NY 13045 USA',\n",
       " '[Schellinger, Jennifer; Jaber, Lama Z.; Southerland, Sherry A.] Florida State Univ, Sch Teacher Educ, Tallahassee, FL 32306 USA',\n",
       " '[Tekdal, Mehmet] Univ Cukurova, Fac Educ, Dept Comp Educ & Instruct Technol, TR-01330 Adana, Turkey',\n",
       " '[Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China; [Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China; [Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China',\n",
       " '[Romero-Ariza, Marta; Quesada, Antonio; Abril, Ana-Maria; Cobo, Cristina] Univ Jaen, Jaen, Spain',\n",
       " '[Morton, Terrell R.] Univ Missouri Columbia, 303 Townsend Hall, Columbia, MO 65211 USA',\n",
       " '[Davila, Omar] Santa Clara Univ, Child Studies Program, Santa Clara, CA 95053 USA; [Rios, Victor M.] Univ Calif Santa Barbara, Dept Sociol, Santa Barbara, CA 93106 USA',\n",
       " '[Queiruga-Dios, Miguel-Angel; Diez-Ojeda, Maria; Saiz-Manzanares, Maria-Consuelo] Univ Burgos, Burgos, Spain; [Lopez-Inesta, Emilia] Univ Valencia, Valencia, Spain; [Vazquez-Dorrio, Jose-Benito] Univ Vigo, Vigo, Spain',\n",
       " '[Mulvey, Kelly Lynn; Joy, Angelina] North Carolina State Univ, Dept Psychol, Raleigh, NC USA; [Caslin, Michael; Katti, Madhusudan] North Carolina State Univ, Dept Forestry & Environm Resources, Raleigh, NC USA; [Orcutt, Darby] North Carolina State Univ Lib, Raleigh, NC USA; [Eseryel, Deniz] North Carolina State Univ, Dept Learning Design & Technol, Raleigh, NC USA',\n",
       " '[Graham, Mark A.] Brigham Young Univ, Provo, UT 84602 USA',\n",
       " '[Duan, Ruoyu Jenny; Walker, Graham J.; Orthia, Lindy A.] Australian Natl Univ, Ctr Publ Awareness Sci CPAS, Acton, ACT 2602, Australia',\n",
       " '[Skrentny, John D.; Lewis, Kevin] Univ Calif San Diego, Dept Sociol, 9500 Gilman Dr, La Jolla, CA 92093 USA',\n",
       " '[Jackson, Christa] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Mohr-Schroeder, Margaret J.; Yost, Caitlyn; Fowler, Abigail] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA; [Bush, Sarah B.] Univ Cent Florida, Sch Teacher Educ, Coll Community Innovat & Educ, POB 161250, Orlando, FL 32816 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA; [Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA',\n",
       " '[Reinholz, Daniel L.; White, Isabel] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Andrews, Tessa] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA',\n",
       " '[Ortiz-Revilla, Jairo; Greca, Ileana M.; Meneses-Villagra, Jesus-Angel] Univ Burgos, Burgos, Spain',\n",
       " '[Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China',\n",
       " '[Davies, Richard] Univ Cent Lancashire, Preston, Lancs, England; [Trowsdale, Jo] Univ Warwick, Coventry, W Midlands, England',\n",
       " '[Sengupta-Irving, Tesha] Univ Calif Berkeley, Learning Sci & Crit Studies Race Gender & Class, Berkeley, CA 94720 USA',\n",
       " '[Akbuga, Enes] Drake Univ, Dept Math & Comp Sci, Des Moines, IA 50311 USA; [Havan, Selim] Univ Illinois, Dept Educ Psychol, Urbana, IL 61801 USA',\n",
       " '[Gorgulu Ari, Asli; Meco, Gulsum] Yildiz Tech Univ, Dept Sci Educ, TR-34220 Istanbul, Turkey',\n",
       " '[Edwards, B.; Griffiths, S.] Manchester Metropolitan Univ, Manchester Ctr Publ Hist & Heritage, Manchester, Lancs, England; [Edwards, B. B.] Abermorddu CP Sch, Cymau Lane, Caergwrle, Wrexham, Wales; [Reynolds, F. F.] Cadw, Unit 5-7 Cefn Coed,Parc Nantgarw, Cardiff, Wales; [Stanford, A.] SUMO Aerial Cam, Vineyard House,Upper Hook Rd, Upton Upon Severn, Worcs, England; [Woods, M.] Manchester Metropolitan Univ, Dept Hist Polit & Philosophy, Manchester, Lancs, England',\n",
       " '[Galino, Jeffrey Rivera] Camarin High Sch, Cadena de Amor St,Area B, Camarin Caloocan City, Philippines; [Galino, Jeffrey Rivera; Tanaka, Hideyuki] Hiroshima Univ, Grad Sch Humanity & Social Sci, 1-1-1 Kagamiyama, Higashihiroshima, Hiroshima 7398524, Japan',\n",
       " '[Gurbuz, Ramazan] Adiyaman Univ, Math Educ, Dept Math & Sci Educ, Fac Educ, Adiyaman, Turkey; [Calik, Muammer] Trabzon Univ, Chem Educ, Dept Elementary Teacher Educ, Fatih Fac Educ, Trabzon, Turkey',\n",
       " '[Krstic, Suzana V. Markovic; Radulovic, Lela R. Milosevic] Univ Nis, Dept Sociol, Fac Philosophy, Cirila & Metodija 2, Nish 18000, Serbia',\n",
       " '[Fraser, Sharon; Barnes, Nicoli; Kilpatrick, Sue] Univ Tasmania, Sch Educ, Launceston, Tas, Australia; [Guenther, John] Batchelor Inst Indigenous Tertiary Educ, Fac Tertiary Educ & Res, Casuarina, NT, Australia; [Nutton, Georgie] Charles Darwin Univ, Coll Indigenous Futures Educ & Arts, Casuarina, NT, Australia',\n",
       " '[Dou, Remy] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33155 USA; [Dou, Remy; Cian, Heidi; Espinosa-Suarez, Valentina] Florida Int Univ, STEM Transformat Inst, Miami, FL 33155 USA',\n",
       " '[Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China; [Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China; [Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China',\n",
       " '[Cabell, Autumn L.] DePaul Univ, Dept Counseling & Special Educ, 2247 North Halsted St, Chicago, IL 60614 USA',\n",
       " '[Ewing, Nadia N.] St Marys Coll, Notre Dame, IN 46556 USA',\n",
       " '[Johnson-Glenberg, Mina C.; Bartolomea, Hannah; Kalina, Elena] Arizona State Univ, Dept Psychol, 950 South MacAllister St, Tempe, AZ 85287 USA',\n",
       " '[Turner, Angela; Logan, Marianne; Wilks, Judith] Southern Cross Univ, Lismore, NSW, Australia; [Wilks, Judith] Univ Notre Dame, Fremantle, WA, Australia',\n",
       " '[Nakamura, Asako J.] Ibaraki Univ, Coll Sci, Dept Biol Sci, Mito, Ibaraki, Japan',\n",
       " '[Tandrayen-Ragoobur, Verena] Univ Mauritius, Dept Econ & Stat, Reduit, Mauritius; [Gokulsing, Deepa] Univ Mauritius, Dept Social Studies, Reduit, Mauritius',\n",
       " '[Tze, Virginia M. C.] Univ Manitoba, Dept Educ Adm Fdn & Psychol, Winnipeg, MB, Canada; [Li, Johnson C-H] Univ Manitoba, Dept Psychol, Winnipeg, MB, Canada; [Parker, Patti C.] Univ Alberta, Dept Educ Psychol, Edmonton, AB, Canada',\n",
       " '[Wieselmann, Jeanna R.] Southern Methodist Univ, Teaching & Learning, Dallas, TX 75205 USA; [Dare, Emily A.] Florida Int Univ, Teaching & Learning, Miami, FL 33199 USA; [Roehrig, Gillian H.] Univ Minnesota, Curriculum & Instruct, Minneapolis, MN USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ, St Paul, MN USA',\n",
       " '[Ustu, Hasan] Turkish Minist Educ, Osmaniye, Turkey; [Saito, Tomoki] Juntendo Univ, Tokyo, Japan; [Mentis Tas, Ayse] Necmettin Erbakan Univ, Konya, Turkey',\n",
       " '[Blom, Nicolaas; Abrie, Amelia L.] Univ Pretoria, Dept Sci Math & Technol Educ, ZA-0181 Pretoria, South Africa',\n",
       " '[Barger, Nicole; Boyle, Eve K.; Diogo, Rui] Howard Univ, Coll Med, Anat Dept, Washington, DC 20059 USA; [Barger, Nicole; Richmond, Marli; Diogo, Rui] George Washington Univ, Ctr Adv Study Human Paleobiol, Washington, DC USA; [Barger, Nicole] George Washington Univ, Anthropol, Washington, DC USA; [Martin, Jose Saul] Univ Aveiro, Biol Dept, Aveiro, Portugal',\n",
       " '[Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Amoako, Samuel] SDD Univ Business & Integrated & Dev Studies, Sch Business, Dept Banking & Finance, Wa, Upper West Regi, Ghana; [Insaidoo, Michael] Univ Profess Studies, Dept Banking & Finance, POB LG 149, Legon, Accra, Ghana',\n",
       " '[Chung, Sheng Kuan] Univ Houston, Art Educ, Dept Curriculum & Instruct, Houston, TX 77004 USA; [Li, Dan] Michigan State Univ, Dept Art Art Hist & Design, E Lansing, MI 48824 USA',\n",
       " '[Sharma, Gautam] Cent Univ Gujarat, Ctr Studies Sci Technol & Innovat Policy, Gandhinagar, Gujarat, India',\n",
       " \"[Hamilton, Miriam; O' Dwyer, Anne; Leavy, Aisling; Hourigan, Mairead; Carroll, Claire; Corry, Edward] Mary Immaculate Coll, Dept STEM Educ, Limerick, Ireland\",\n",
       " '[Braund, Martin] Nelson Mandela Univ, South Campus,Univ Way, ZA-6011 Port Elizabeth, South Africa',\n",
       " '[Douglass, Helen] Univ Tulsa, Dept Educ, Tulsa, OK 74104 USA; [Verma, Geeta] Univ Colorado, Sch Educ & Human Dev, Denver, CO 80202 USA',\n",
       " '[Belbase, Shashidhar; Tairab, Hassan; Jarrah, Adeeb] United Arab Emirates Univ, Coll Educ, Dept Curriculum & Instruct, Al Ain, U Arab Emirates; [Mainali, Bhesh Raj] Rider Univ, Coll Educ, Human Serv Fac, Lawrenceville, NJ 08648 USA; [Kasemsukpipat, Wandee] Kasetsart Univ, Fac Educ, Dept Educ, Bangkok, Thailand; [Gochoo, Munkhjargal] United Arab Emirates Univ, Coll Informat Technol, Dept Comp Sci & Software Engn, Al Ain, U Arab Emirates',\n",
       " '[Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia',\n",
       " '[Cobian, Krystle Palma] Univ Calif Los Angeles, Jonathan & Karin Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA; [Ramos, Hector, V] Univ Calif Los Angeles, Sch Educ & Informat Studies, Los Angeles, CA USA',\n",
       " '[Lee, Dae-Jung] Jeonbuk Natl Univ, Dept Phys Educ, Jeollabuk Do, South Korea',\n",
       " '[Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Univ Jember, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei] Univ Tsukuba, Grad Sch Comprehens Human Sci, Tsukuba, Ibaraki, Japan; [Hakamada, Hiroki] Takabe Higashi Elementary Sch, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, STEAM Educ Inst, Shizuoka, Japan',\n",
       " '[Alcaraz-Dominguez, Silvia; Barajas, Mario] Univ Barcelona, Fac Educ, Barcelona 08035, Spain',\n",
       " '[Papadakis, Stamatios; Kalogiannakis, Michail] Univ Crete, Fac Educ, Dept Presch Educ, Iraklion 74100, Greece; [Vaiopoulou, Julie] Univ Nicosia, Dept Educ, CY-2417 Nicosia, Cyprus; [Sifaki, Eirini] Hellen Open Univ, Dept Cultural Org Management, Patras 26222, Greece; [Stamovlasis, Dimitrios] Aristotle Univ Thessaloniki, Dept Philosophy & Educ, Thessaloniki 54124, Greece',\n",
       " '[Ma, Ying] Univ British Columbia, Fac Educ, Dept Curriculum Studies, Vancouver, BC V6T 1Z4, Canada',\n",
       " '[Akdere, Mesut; Acheson, Kris; Jiang, Yeling] Purdue Univ, W Lafayette, IN USA',\n",
       " '[Tang, Wendy; Djuric, Petar M.] SUNY Stony Brook, Elect & Comp Engn Dept, Stony Brook, NY 11794 USA; [Tang, Wendy] SUNY Stony Brook, Sci Elect Engn Online Program, Stony Brook, NY 11794 USA',\n",
       " '[Eickholt, Jesse; Seeling, Patrick] Cent Michigan Univ, Dept Comp Sci, Mt Pleasant, MI 48859 USA; [Johnson, Matthew R.] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " '[Uret, Aytul; Ceylan, Remziye] Yildiz Tech Univ, Fac Educ, Istanbul, Turkey',\n",
       " '[Ghazzawi, Dina; Hardy, John] Univ Houston, Houston, TX 77004 USA; [Pattison, Donna Lynn] Univ Houston, Nat Sci & Math, Houston, TX USA; [Horn, Catherine] Univ Houston, Educ Leadership & Policy Anal, Houston, TX USA; [Brown, Beverly] Univ Houston Syst, Houston, TX USA',\n",
       " '[Lange, Alissa A.; Nayfeld, Irena] East Tennessee State Univ, Early Childhood Educ Dept, POB 70548, Johnson City, TN 37614 USA; [Mano, Hagit] William Patterson Univ, Wayne, NJ USA; [Jung, Kwanghee] Rutgers State Univ, Natl Inst Early Educ Res, New Brunswick, NJ USA; [Lange, Alissa A.] CUNY Brooklyn Coll, Early Childhood Educ Art Educ, Brooklyn, NY 11210 USA',\n",
       " '[Tenhovirta, Satu; Seitamaa-Hakkarainen, Pirita; Hakkarainen, Kai] Univ Helsinki, Fac Educ Sci, Helsinki, Finland; [Korhonen, Tiina] Univ Helsinki, Fac Educ Sci, Innokas Network, Helsinki, Finland',\n",
       " '[Paluri, Achuta Ratna; Sonwaney, Vandana] Constituent Symbiosis Int, Symbiosis Inst Operat Management, Nasik, Maharashtra, India',\n",
       " '[Canbazoglu Bilici, Sedef] Aksaray Univ, Dept Sci Educ, Aksaray, Turkey; [Kupeli, Mehmet Ali] Republ Turkey Minist Natl Educ, Adana, Turkey; [Guzey, S. Selcen] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Guzey, S. Selcen] Purdue Univ, Dept Biol Sci, W Lafayette, IN 47907 USA',\n",
       " '[Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA; [Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China; [Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA',\n",
       " '[Ucgul, Memet; Altiok, Serhat] Kirikkale Univ, Dept Comp Educ & Instruct Technol, Educ Fac, Yahsihan, Kirikkale, Turkey',\n",
       " '[Ekiz-Kiran, Betul] Tokat Gaziosmanpasa Univ, Math & Sci Educ Dept, Tokat, Turkey; [Aydin-Gunbatar, Sevgi] Van Yuzuncu Yil Univ, Math & Sci Educ Dept, Van, Turkey',\n",
       " '[Mwasiaji, Evans] Kenyatta Univ, Dept Business Adm, POB 43844, Nairobi City 00100, Gpo, Kenya; [Mambo, Shadrack] Kenyatta Univ, Dept Elect & Elect Engn, Nairobi, Kenya; [Mse, Godfrey S.] KU, Dept Educ Management Policy & Curriculum Studies, Nairobi, Kenya; [Okumu, John] Kenyatta Univ, Dept Phys, Nairobi, Kenya',\n",
       " '[Moon, Jewoong] Florida State Univ, Dept Educ Psychol & Learning Syst, Coll Educ, Tallahassee, FL 32304 USA; [Lee, Sungwoong] Univ West Georgia, Coll Educ, Dept Educ Technol & Fdn, Carrollton, GA 30118 USA; [Xu, Xinhao] Univ Missouri, Sch Informat Sci & Learning Technol, Columbia, MO 65211 USA',\n",
       " '[Basaran, Mustafa; Erol, Mustafa] Yildiz Tech Univ, Dept Elementary Educ, Primary Educ, Istanbul, Turkey',\n",
       " '[Miller, Michelle D.; Castillo, Giovanni; Medoff, Norman] No Arizona Univ, Flagstaff, AZ 86011 USA; [Hardy, Alexis] CUNY, New York, NY 10017 USA',\n",
       " '[Pelger, Susanne] Lund Univ, Fac Sci, Lund, Sweden',\n",
       " \"[Hourigan, M.; O'Dwyer, A.; Leavy, A. M.; Corry, E.] Univ Limerick, Mary Immaculate Coll, Fac Educ, Dept STEM Educ, Limerick, Ireland\",\n",
       " '空缺值',\n",
       " '[Gross, Thomas J.] Western Kentucky Univ, Dept Psychol, Bowling Green, KY 42101 USA; [Li, Qingxia; McCarroll, Patricia] Fisk Univ, Dept Math & Comp Sci, Nashville, TN USA',\n",
       " '[Rodriguez, Sarah] Iowa State Univ, Sch Educ, Ames, IA USA; [Pilcher, Amy] Wartburg Coll, Business Adm Accounting & Econ, Waverly, IA USA; [Garcia-Tellez, Norma] Univ Illinois, Housing, Chicago, IL 60680 USA',\n",
       " '[McManimon, Shannon K.] SUNY Coll New Paltz, Dept Educ Studies & Leadership, New Paltz, NY 12561 USA',\n",
       " '[Anuar, Aizuddin Mohamed; Chankseliani, Maia] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England',\n",
       " '[Velasco, Richard Carlos L.] Univ Iowa, 240 S Madison St, Iowa City, IA 52242 USA; [Hite, Rebecca] Texas Tech Univ, 3002 18th St, Lubbock, TX 79409 USA',\n",
       " '[Bondaryk, Leslie G.; Van Doren, Seth] Concord Consortium, Concord, MA 01742 USA; [Hsi, Sherry] Concord Consortium, Emeryville, CA 94608 USA; [Hsi, Sherry] BSCS Sci Learning, Colorado Springs, CO 80523 USA',\n",
       " '[Brancaccio-Taras, Loretta] CUNY Kingsborough Community Coll, Brooklyn, NY 11235 USA; [Mawn, Mary V.] SUNY Empire State Coll, Saratoga Springs, NY 12866 USA; [Premo, Josh] Utah Valley Univ, Orem, UT USA; [Ramachandran, Roshini] Univ Calif Los Angeles, Los Angeles, CA USA',\n",
       " '[Holly, Michael; Pirker, Johanna; Resch, Sebastian; Brettschuh, Sandra; Guetl, Christian] Graz Univ Technol, Graz, Austria',\n",
       " '[Ozer, Ibrahim Evren] Kadikoy Bilim & Sanat Merkezi, Istanbul, Turkey; [Bilici, Sedef Canbazoglu] Aksaray Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Fen Bilgisi Egitimi ABD, Aksaray, Turkey',\n",
       " '[Gok, Tolga] Dokuz Eylul Univ, Torbali Tech Vocat Sch Higher Educ, Izmir, Turkey',\n",
       " '[Rico, Arantza; Agirre-Basurko, Elena; Ruiz-Gonzalez, Aritz; Palacios-Agundez, Igone; Zuazagoitia, Daniel] Univ Basque Country UPV EHU, Dept Math Expt & Social Sci Educ, Vitoria 01006, Spain',\n",
       " '[Lombardi, Doug] Univ Maryland, Dept Human Dev & Quantitat Methodol, College Pk, MD 20742 USA; [Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Arevalo, Maria-Jose] Univ Basque Country, UPV EHU, Fac Arts, Dept Philol & Hist, Vitoria 01006, Spain; [Asun Cantera, Maria; Garcia-Marina, Vanessa] Univ Basque Country, UPV EHU, Fac Engn Vitoria, Dept Mech Engn, Vitoria 01006, Spain; [Alves-Castro, Marian] Univ Basque Country, UPV EHU, Fac Arts, Dept English & German Philol & Translat & Interpr, Vitoria 01006, Spain',\n",
       " '[Razali, Fazilah] Univ Putra Malaysia, Fac Educ Studies, Serdang, Malaysia',\n",
       " '[Fraser, Barry J.; McLure, Felicity I.; Koul, Rekha B.] Curtin Univ, Perth, WA 6845, Australia',\n",
       " '[Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, 1970 Campus Dr, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, 2101D Engn Syst Bldg, Norfolk, VA 23529 USA',\n",
       " '[Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China; [Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan',\n",
       " '[Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA; [Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA; [An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China',\n",
       " '[Andrews, Madison E.; Borrego, Maura; Boklage, Audrey] Univ Texas Austin, Austin, TX 78712 USA',\n",
       " '[Karahan, Engin] Eskisehir Osmangazi Univ, Dept Curriculum & Instruct, Eskisehir, Turkey; [Kara, Ahmet] Eskisehir Osmangazi Univ, Dept Psychol Counseling & Guidance, Eskisehir, Turkey; [Akcay, Ahmet Oguz] Eskisehir Osmangazi Univ, Dept Elementary Educ, Eskisehir, Turkey',\n",
       " '[Cheng, Li; Antonenko, Pavlo Pasha; Ritzhaupt, Albert D.] Univ Florida, Coll Educ, Sch Teaching & Learning, 2423 Norman Hall,POB 117048, Gainesville, FL 32611 USA; [MacFadden, Bruce] Univ Florida, Florida Museum Nat Hist, Gainesville, FL USA',\n",
       " '[Walker, Justice T.] Univ Texas El Paso, Coll Educ, 500 West Univ Ave, El Paso, TX 79968 USA; [Kafai, Yasmin B.] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA',\n",
       " '[Shin, Myunghwan; Nelson, Frederick Peinado] Calif State Univ Fresno, Dept Liberal Studies, 5005 N Maple Ave,MS ED701, Fresno, CA 93740 USA; [Lee, Jane Jiyoung] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA',\n",
       " '[Yang, Xiaotong; Rahimi, Seyedahmad; Shute, Valerie; Kuba, Renata; Smith, Ginny] Florida State Univ, 1114 W Call St, Tallahassee, FL 32306 USA; [Alonso-Fernandez, Cristina] Univ Complutense Madrid, Av Seneca 2, Madrid 28040, Spain',\n",
       " '[Lindsay, Sara M.] Univ Maine, Sch Marine Sci, Orono, ME 04469 USA; [Lindsay, Sara M.] Univ Maine, Maine Ctr Res STEM Educ, Orono, ME 04469 USA',\n",
       " '[Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China',\n",
       " '[Whitcomb, Kyle M.; Singh, Chandralekha] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA',\n",
       " '[Hansen, Kathryn Strong] Chalmers Univ Technol, Gothenburg, Sweden',\n",
       " '[Sandrone, Stefano; Scott, Gregory] Imperial Coll London, Fac Med, Dept Brain Sci, Computat Cognit & Clin Neuroimaging Lab C3NL, London, England; [Anderson, William J.] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA; [Anderson, William J.] Harvard Stem Cell Inst, Cambridge, MA 02138 USA; [Musunuru, Kiran] Univ Penn, Dept Med, Cardiovasc Inst, Perelman Sch Med, Philadelphia, PA 19104 USA; [Musunuru, Kiran] Univ Penn, Dept Genet, Perelman Sch Med, Philadelphia, PA 19104 USA',\n",
       " '[Liu, Yehe; Rollins, Andrew M.; Jenkins, Michael W.] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA; [Levenson, Richard M.; Fereidouni, Farzad] Univ Calif Davis, Med Ctr, Dept Pathol & Lab Med, Sacramento, CA 95817 USA; [Jenkins, Michael W.] Case Western Reserve Univ, Dept Pediat, Cleveland, OH 44106 USA',\n",
       " '[Peeters, Walter] Int Space Univ, F-67400 Illkirch Graffenstaden, France',\n",
       " '[Delahunty, Thomas] Univ Birmingham, Dept Educ & Social Justice, Sch Educ, Birmingham, W Midlands, England; [Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Kimbell, Richard] Goldsmiths Univ London, London, England',\n",
       " '[Hachey, Alyse C.; An, Song A.; Golding, Diane E.] Univ Texas El Paso, Dept Teacher Educ, 500 W Univ Way,EDUC 601D, El Paso, TX 79968 USA',\n",
       " '[Jackson, Andrew; Bartholomew, Scott; Mentzer, Nathan] Purdue Univ, Dept Technol Leadership & Innovat, W Lafayette, IN 47907 USA; [Jackson, Andrew] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30602 USA; [Godwin, Allison] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Bartholomew, Scott] Brigham Young Univ, Sch Technol, Provo, UT 84602 USA',\n",
       " '[So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " '[Rashid, Rafi] Natl Univ Singapore NUS, Integrat Sci & Engn Programme, NUS Grad Sch, Univ Hall,Tan Chin Tuan Wing 04-02, Singapore 119077, Singapore',\n",
       " '[Gouvea, Julia Svoboda] Tufts Univ, Dept Educ, Medford, MA 02155 USA',\n",
       " '[Aguilera, David; Vilchez-Gonzalez, Jose Miguel; Perales-Palacios, Francisco Javier] Univ Granada, Dept Sci Educ, Campus Univ Cartuja S-N, Granada 18071, Spain; [Lupianez, Jose Luis] Univ Granada, Dept Math Educ, Granada 18071, Spain',\n",
       " '[Khamhaengpol, Arunrat; Chuamchaitrakool, Porntip] Sakon Nakhon Rajabhat Univ, Fac Educ, Muang Sakon Nakhon, Thailand; [Sriprom, Malee] Sakon Nakhon Rajabhat Univ, Fac Sci & Technol, Muang Sakon Nakhon, Thailand',\n",
       " '[Boice, Katherine L.; Jackson, Justina R.; Alemdar, Meltem; Rao, Analia E.; Grossman, Sabrina; Usselman, Marion] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, Atlanta, GA 30332 USA',\n",
       " '[Mikhailova, Elena A.; Post, Christopher J.; Xu, Luyao] Clemson Univ, Dept Forestry & Environm Conservat, Clemson, SC 29634 USA; [Schlautman, Mark A.] Clemson Univ, Dept Environm Engn & Earth Sci, Anderson, SC 29625 USA; [Younts, Grayson L.] Clemson Univ, Dept Plant & Environm Sci, Clemson, SC 29634 USA',\n",
       " '[Chondrogiannis, Eleftherios; Symeonaki, Eleni; Loukatos, Dimitrios; Arvanitis, Konstantinos G.] Agr Univ Athens, Dept Nat Resources Management & Agr Engn, Iera Odos 75, Athens 11855, Greece; [Symeonaki, Eleni; Papachristos, Dimitris] Univ West Attica, Dept Ind Design & Prod Engn, Thivon 250 & P Ralli, Egaleo 12244, Greece',\n",
       " '[Adams, Elizabeth L.] North Carolina State Univ, NC State Univ, 317 Poe Hall,Box 7801, Raleigh, NC 27695 USA; [Adams, Elizabeth L.] Southern Methodist Univ, POB 750114, Dallas, TX 75275 USA',\n",
       " '[White, Brittany A.; Miles, Joseph R.; Frantell, Keri A.] Univ Tennessee, Dept Psychol, 410C Austin Peay,1404 Circle Dr, Knoxville, TN 37996 USA',\n",
       " '[Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA; [Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA; [Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA; [Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China; [Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia; [Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA; [Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China; [Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China; [Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China; [Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China; [Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA',\n",
       " '[Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ, Wolfson Sch Mech Elect & Mfg Engn, Loughborough LE11 3TU, Leics, England; [McDermott, Hilary J.] Loughborough Univ, Sch Sport Exercise & Hlth Sci, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ, Loughborough Design Sch, Loughborough, Leics, England',\n",
       " '[Schallert, Stefanie; Lavicza, Zsolt] Johannes Kepler Univ Linz, Dept STEM Educ, Altenberger Str 54, A-4040 Linz, Austria; [Vandervieren, Ellen] Univ Antwerp, Sch Educ, Venusstr 35, B-2000 Antwerp, Belgium',\n",
       " '[Apkarian, Naneh] Arizona State Univ, Sch Math & Stat Sci, Tempe, AZ USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA USA; [Raker, Jeffrey] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Johnson, Estrella] Virginia Polytech Inst & State Univ, Dept Math, Blacksburg, VA 24061 USA; [Dancy, Melissa] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA',\n",
       " '[Hwang, Youngsik] Konyang Univ, Nonsan, South Korea',\n",
       " '[Garbin, Fernanda Gobbi de Boer] Fed Univ Pampa UNIPAMPA, Dept Prod Engn, Alegrete, Brazil; [ten Caten, Carla Schwengber] Univ Fed Rio Grande do Sul, Postgrad Program Prod Engn PPGEP, Porto Alegre, RS, Brazil; [Pacheco, Diego Augusto de Jesus] Aarhus Univ, Sch Business & Social Sci Aarhus BSS, Dept Business Dev & Technol BTECH, Herning, Denmark',\n",
       " '[Lachney, Michael; Drazin, Matt; Rich, Kathryn M.] Michigan State Univ, Coll Educ, Educ Psychol & Educ Technol, 620 Farm Ln, E Lansing, MI 48824 USA; [Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Babbitt, William] Rensselaer Polytech Inst, Sci & Technol Studies, Troy, NY USA; [Foy, Lakisha] Hudson Valley Community Coll, Troy, NY USA',\n",
       " '[Price, Edward] Calif State Univ San Marcos, Dept Phys, 333 South Twin Oaks Valley Rd, San Marcos, CA 92096 USA; [Lau, Alexandra C.] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA; [Goldberg, Fred] San Diego State Univ, Ctr Res Math & Sci Educ, 6475 Alvarado Rd,Suite 206, San Diego, CA 92120 USA; [Turpen, Chandra] Univ Maryland, Dept Phys, 1312 Toll Phys Bldg, College Pk, MD 20742 USA; [Smith, P. Sean] Horizon Res Inc, 326 Cloister Court, Chapel Hill, NC 27514 USA; [Dancy, Melissa] Univ Colorado, Dept Phys, 390 UCB, Boulder, CO 80309 USA; [Robinson, Steve] Tennessee Technol Univ, Dept Phys, Box 5051, Cookeville, TN 38505 USA',\n",
       " '[Ishak, Shahrul Affendi; Din, Rosseni] Univ Kebangsaan Malaysia, Fac Educ, Sci Technol Engn & Math Enculturat Res Ctr, Bangi 43600, Malaysia; [Hasran, Umi Azmah] Univ Kebangsaan Malaysia, Fuel Cell Inst, Bangi, Malaysia',\n",
       " '[Rabin, Jeffrey M.; Eggers, John; Stevens, Laura] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA; [Burgasser, Adam] Univ Calif San Diego, Dept Phys, La Jolla, CA 92093 USA; [Bussey, Thomas J.; Weizman, Haim] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, La Jolla, CA 92093 USA; [Seethaler, Sherry] Univ Calif San Diego, Div Phys Sci, La Jolla, CA 92093 USA',\n",
       " '[Kwon, Hyunkyung; Capraro, Robert M.; Capraro, Mary Margaret] Texas A&M Univ, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA',\n",
       " '[Basu, Alo C.; Mruczek, Ryan E. B.] Coll Holy Cross, Dept Psychol, 1 Coll St, Worcester, MA 01610 USA; [Hill, Alexis S.; Mondoux, Michelle A.] Coll Holy Cross, Dept Biol, 1 Coll St, Worcester, MA 01610 USA; [Isaacs, Andre K.] Coll Holy Cross, Dept Chem, 1 Coll St, Worcester, MA 01610 USA; [Narita, Tomohiko] Coll Holy Cross, Dept Phys, 1 Coll St, Worcester, MA 01610 USA',\n",
       " '[Shu, Yu] Natl Taichung Univ Sci & Technol, Ctr Gen Educ, Taichung, Taiwan; [Huang, Tien-Chi] Natl Taichung Univ Sci & Technol, Dept Informat Management, 129,Sec 3,Sanmin Rd, Taichung 40401, Taiwan',\n",
       " '[Mayoral, Jaime; Nunez-Castilla, Janelle] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Labonte, Jason W.] Johns Hopkins Univ, Dept Biochem & Biomol Engn, Baltimore, MD 21218 USA; [Labonte, Jason W.] Gettysburg Coll, Dept Chem, Gettysburg, PA 17325 USA; [Briggs, Laura A.; Rumjahn, Sharif M.] Truckee Meadows Community Coll, Dept Biol, Reno, NV 89512 USA; [Gray, Jeffrey J.] Franklin & Marshall Coll, Dept Chem, Lancaster, PA 17603 USA; [Makarevitch, Irina] Hamline Univ, Dept Biol, St Paul, MN 55104 USA; [Vater, Ashley; Siegel, Justin B.] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Biochem & Mol Med, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Chem, Davis, CA 95616 USA',\n",
       " '[Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Nur Sultan, Kazakhstan',\n",
       " '[Ottemo, Andreas] Univ Gothenburg, Dept Educ & Special Educ, POB 300, Gothenburg, Sweden; [Gonsalves, Allison J.] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ, Canada; [Danielsson, Anna T.] Uppsala Univ, Dept Educ, Uppsala, Sweden',\n",
       " '[Race, Alexandra I.] Univ Calif Santa Cruz, Educ, Santa Cruz, CA USA; [De Jesus, Maria] Florida State Univ, Biol Sci, Tallahassee, FL USA; [Beltran, Roxanne S.; Zavaleta, Erika S.] Univ Calif Santa Cruz, Ecol & Evolutionary Biol, Santa Cruz, CA USA',\n",
       " '[Gya, Ragnhild; Bjune, Anne Elisabeth] Univ Bergen, Dept Biol Sci, Bjerknes Ctr Climate Res, Bergen, Norway',\n",
       " '[Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel; [Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, MA Program Immigrat & Social Integrat, Emek, Israel',\n",
       " '[Melak, Addissie; Singh, Seema] Delhi Technol Univ, Dept Humanities, Delhi 110042, India; [Melak, Addissie] Debre Tabor Univ, Dept Econ, Debre Tabor 6300, Ethiopia',\n",
       " '[Sommers, Amie S.] Univ Nebraska Lincoln, Lincoln, NE 68588 USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Math & Sci Learning Ctr MSLC, Omaha, NE USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Chem, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Sci, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Biol, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, STEM Teaching Res & Inquiry Based Learning Ctr, Omaha, NE USA',\n",
       " '[Garces, Josep Marin; Veiga Almagro, Carlos; Di Castro, Mario; Buonocore, Luca Rosario; Masi, Alessandro] CERN, BE CEM Controls Elect & Mechatron Grp, CH-1217 Geneva, Switzerland; [Veiga Almagro, Carlos; Lunghi, Giacomo; Marin Prades, Raul] Jaume I Univ Castellon, Interact Robot Syst Lab, Castellon De La Plana 12006, Spain',\n",
       " '[Yusof, Yusriza Mohamd; Ayob, Afida; Saad, Mohamad Hanif Md] Univ Kebangsaan Malaysia, Fak Kejuruteraan & Alan Bina, Jabatan Kejuruteraan Elekt Elekt & Sistem, Bangi, Malaysia',\n",
       " '[Rahman, S. M. Mizanoor] Univ West Florida, Dept Intelligent Syst & Robot, Pensacola, FL 32514 USA',\n",
       " '[Araya, Roberto] Univ Chile, Inst Educ, Ctr Invest Avanzada Educ, Santiago 8320000, Chile; [Collanqui, Pedro] Minist Educ Peru, Lima 15021, Peru; [Collanqui, Pedro] Univ Nacl Mayor San Marcos, Fac Educ, Lima 15081, Peru',\n",
       " '[Yllana-Prieto, Felix; Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Caceres 10003, Spain',\n",
       " '[Ruiz-Sarmiento, Jose-Raul; Baltanas, Samuel-Felipe; Gonzalez-Jimenez, Javier] Univ Malaga, Biomed Res Inst Malaga IBIMA, Dept Syst Engn & Automat, Machine Percept & Intelligent Robot Grp MAPIR, Malaga 29071, Spain',\n",
       " '[Estevez-Mauriz, Laura; Baelo, Roberto] Univ Leon, Res Grp Edutools, Fac Educ, Leon 24071, Spain; [Baelo, Roberto] Univ Leon, Dept Gen & Specif Didact & Educ Theory, Fac Educ, Leon 24071, Spain',\n",
       " '[Santangelo, Jessica] Hofstra Univ, 1000 Hempstead Turnpike, Hempstead, NY 11549 USA; [Hobbie, Lawrence; Villa-Cuesta, Eugenia] Adelphi Univ, 1 South Ave, Garden City, NY 11530 USA; [Lee, Jacqueline] Nassau Community Coll, 1 Educ Dr, Garden City, NY 11530 USA; [Pullin, Michael] Queensborough Community Coll, 222-05 56th Ave, Queens, NY 11364 USA; [Hyslop, Alison] St Johns Univ, 8000 Utopia Pkwy, Queens, NY 11439 USA',\n",
       " '[Monkovic, Julia Marie; Jones, Serena Monique; Katyal, Priya; Punia, Kamia; Montclare, Jin Kim] NYU, Tandon Sch Engn, Dept Chem & Biomol Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Nicolas, Madeleine] NYU, Tandon Sch Engn, Dept Comp Sci & Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Noland, Damon] Urban Assembly Inst Math & Sci Young Women, 283 Adams St, Brooklyn, NY 11201 USA; [Montclare, Jin Kim] NYU, Dept Chem, Coll Arts & Sci, 100 Washington Sq East, New York, NY 10003 USA; [Montclare, Jin Kim] NYU, Coll Dent, Dept Biomat, 443 First Ave, New York, NY 10016 USA; [Montclare, Jin Kim] NYU, Sch Med, Dept Radiol, New York, NY 10016 USA',\n",
       " '[Young, Sheila A.; Newton, Amanda R.] Florida Inst Technol, STEM Educ, Melbourne, FL 32901 USA; [Fowler, Samantha R.; Park, Joo] Florida Inst Technol, Dept Math Sci, Melbourne, FL 32901 USA',\n",
       " '[Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China',\n",
       " '[Means, Barbara; Young, Viki; Iwatani, Emi] Digital Promise, Learning Sci Res, 2955 Campus Dr, San Mateo, CA 94403 USA; [Wang, Haiwen; Wei, Xin] SRI Educ, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA',\n",
       " '[Pugh-Bernard, Aimee] Univ Colorado, Dept Immunol & Microbiol, Anschutz Med Campus, Aurora, CO USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, Geneva, NY 14456 USA',\n",
       " '[Koury, Stephen T.; Dey-Rao, Rama] SUNY Buffalo, Dept Biotech & Clin Lab Sci, Buffalo, NY 14260 USA; [Carlin-Menter, Shannon] SUNY Buffalo, Dept Family Med, Buffalo, NY USA; [Kelly, Kimberle] Oak Ridge Associated Univ, Oak Ridge, TN USA',\n",
       " '[Godec, Spela; Archer, Louise] UCL Inst Educ, Dept Educ Practice & Soc, London, England; [Dawson, Emily] UCL, Dept Sci & Technol Studies, London, England',\n",
       " '[Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China; [Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China',\n",
       " '[Cherrstrom, Catherine A.; Lopez, Omar S.; Ashford-Hanserd, Shetay] Texas State Univ, San Marcos, TX 78666 USA',\n",
       " '[Morales, Danielle Xiaodan] Univ Texas El Paso, Dept Sociol & Anthropol, 500 W Univ Ave, El Paso, TX 79968 USA; [Grineski, Sara Elizabeth] Univ Utah, Dept Sociol, Salt Lake City, UT USA; [Collins, Timothy William] Univ Utah, Dept Geog, Salt Lake City, UT USA',\n",
       " '[Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " '[Dolgopolovas, Vladimiras; Dagiene, Valentina] Vilnius Univ, Inst Educ Sci, Univ St 9, LT-01513 Vilnius, Lithuania',\n",
       " '[A. Czocher, Jennifer; Melhuish, Kathleen; Kandasamy, Sindura Subanemy; Roan, Elizabeth] Texas State Univ, Math, San Marcos, TX 78666 USA',\n",
       " '[Mylonas, Georgios] ATHENA Res & Innovat Ctr, Ind Syst Inst, Patras, Greece; [Mylonas, Georgios] Comp Technol Inst & Press Diophantus, Patras, Greece; [Paganelli, Federica] Univ Pisa, Dept Comp Sci, Pisa, Italy; [Paganelli, Federica; Cuffaro, Giovanni] CNIT, Florence, Italy; [Nesi, Ilaria] Gramsci Keynes High Sch, Prato, Italy; [Karantzis, Dionysis] 6th Primary Sch Kaisariani, Athens, Greece',\n",
       " '[Li, Hui; Forbes, Anne] Macquarie Univ, N Ryde, NSW, Australia; [Yang, Weipeng] Singapore Univ Social Sci, Singapore, Singapore',\n",
       " '[Hrynevych, Liliia M.] Borys Grinchenko Kyiv Univ, Acad & Int Affairs, Kiev, Ukraine; [Morze, Nataliia, V; Boiko, Mariia A.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Vember, Viktoriia P.] Borys Grinchenko Kyiv Univ, Fac Informat Technol & Management, Dept Comp Sci & Math, Kiev, Ukraine',\n",
       " '[Kumar, Vasu; Ghoshal, Gourav] Texas A&M Univ, Dept Ind & Syst Engn, College Stn, TX 77843 USA; [Johnson, Michael D.; Nepal, Bimal] Texas A&M Univ, Dept Engn Technol & Ind Distribut, College Stn, TX USA',\n",
       " '[Levin, Laura; Verner, Igor] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel',\n",
       " '[Kucuk, Zerrin Doganca] Maynooth Univ, Sch Educ, Educ Dept, North Campus, Maynooth, Kildare, Ireland; [Yabas, Defne; Corlu, Mehmet Sencer] Bahcesehir Univ, Ciragan Cad Osmanpasa Mektebi Sk 4-6, Istanbul, Turkey; [Boyaci, Hayriye Sinem] Darussafaka Sch, Darussafaka Mh Darussafaka Cd 5-9, Maslak Sariyer Istanbul, Turkey',\n",
       " '[Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China; [Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " '[Albert, Lynal] Tarleton State Univ, Dept Engn & Comp Sci, Stephenville, TX 76402 USA',\n",
       " '[Yean, Aai Sheau; Syrene, Suzieleez; Rahim, Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Pajk, Tine] Primary Sch Muta, Solska Ulica 6, Muta 2366, Slovenia; [Van Isacker, Karel] EcologyKM Ltd, 48 Angel Voyvoda Str,Floor 1, Rodopi Municipality 4224, Plovdiv Region, Bulgaria; [Abersek, Boris; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Matemat, Koroska Cesta 160, Maribor 2000, Slovenia; [Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia',\n",
       " '[Ahmad, Jamilah; Siew, Nyet Moi] Univ Malaysia Sabah, Fac Psychol & Educ, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " '[Rodriguez, Sarah L.] Texas A&M Univ Commerce, Higher Educ & Learning Technol, Commerce, TX 75428 USA; [Espino, Maria L.] Iowa State Univ, Sch Educ, Higher Educ Program, Ames, IA USA; [Le, Brian D.] Iowa State Univ, Sch Educ, Sci Bound, Ames, IA USA; [Cunningham, Kelly J.] Univ Virginia, Sch Engn & Appl Sci, Engn Grad Writing Lab, Charlottesville, VA 22903 USA',\n",
       " '[Damekova, S. K.; Shuyushbayeva, N. N.; Ahayeva, G. S.; Kaliyeva, A. K.] Sh Ualikhanov Kokshetau Univ, Kokshetau, Kazakhstan; [Tanasheva, N. K.] EA Buketov Karaganda Univ, Karaganda, Kazakhstan',\n",
       " '[Sagyndykova, Zhailagul] Narxoz Univ, Linguist Ctr, Alma Ata, Kazakhstan; [Sagyndykova, Zhailagul] Narxoz Univ, Int Dev & Partnership Dept, Alma Ata, Kazakhstan; [Gazdiyeva, Bella] Sh Ualikhanov Kokshetau State Univ, Dept Russian Philol & Lib Sci, Kokshetau, Kazakhstan; [Gabdullina, Zarina] Sh Ualikhanov Kokshetau State Univ, Dept English & Teaching Methods, Kokshetau, Kazakhstan; [Akhmetzhanova, Aida] JSC Informat & Analyt Ctr, Dept Analyt Monitoring & Evaluat, Nur Sultan, Kazakhstan; [Mektepbayeva, Damel] Nazarbayev Univ, Dept Dev Innovat Ecosyst, Nur Sultan, Kazakhstan; [Althonayan, Abraham] Brunel Univ London, Operat & Strateg Management, Brunel Business Sch, London, England; [Althonayan, Abraham] Brunel Univ London, Brunel Business Sch, MBA, London, England',\n",
       " '[Ajit, Gloria; Lucas, Terry; Kanyan, Ringah] UNIV MALAYSIA SARAWAK, Fac Appl & Creat Arts, Sarawak, Malaysia',\n",
       " '[Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Corinaldi, Kamiyah; Engels, Renee; Gutierrez, Alyssa; Jona, Orli; Putnam, Josephine H., I; Rhodes, Brody; Pultorak, Joshua; Miller, Sarah; Handelsman, Jo] Univ Wisconsin, Wisconsin Inst Discovery, Madison, WI 53706 USA; [Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Engels, Renee; Jona, Orli; Putnam, Josephine H., I; Pultorak, Joshua; Handelsman, Jo] Univ Wisconsin, Dept Plant Pathol, Madison, WI 53706 USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Div Infect Dis, Boston, MA USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Dept Pediat, Div Gastroenterol, Boston, MA USA; [Lozano, Gabriel L.] Harvard Med Sch, Boston, MA 02115 USA; [Balderrama, Luis] Hamline Univ, Minneapolis, MN USA; [Corinaldi, Kamiyah] Colorado State Univ, Ft Collins, CO 80523 USA; [Gutierrez, Alyssa] Univ Alabama, Tuscaloosa, AL USA; [Rhodes, Brody] Univ West Alabama, Livingston, AL USA; [Tsang, Tiffany] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT USA; [Hernandez, Simon] Univ Rochester, Med Ctr, Rochester, NY 14642 USA; [Bascom-Slack, Carol] Tufts Univ, Dept Med Educ, Boston, MA 02111 USA; [Blum, Jessamina E.] Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA; [Price, Paul A.] Eastern Michigan Univ, Dept Biol, Ypsilanti, MI 48197 USA; [Davis, Debra] Wingate Univ, Dept Biol, Wingate, NC USA; [Klein, Joanna] Univ Northwestern St Paul, Dept Biol & Biochem, St Paul, MN USA; [Sullivan, Nora L.] Citrus Coll, Dept Biol, Glendora, CA USA; [Mouncey, Nigel J.] Joint Genome Inst, Berkeley, CA USA; [Dorrestein, Pieter C.] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA; [Broderick, Nichole A.] Univ Connecticut, Dept Mol & Cell Biol, Mansfield, CT 06269 USA; [Broderick, Nichole A.] Johns Hopkins Univ, Dept Biol, Baltimore, MD 21218 USA',\n",
       " '[Marcone Flores, Giancarlo] Univ Ingn & Tecnol UTEC, Direcc Humanidad Artes & Ciencias Sociales, Ctr Impacto & Responsabilidad Social CIRSO, Jr Medrano Silva 165, Lima, Peru',\n",
       " '[Hubbard, Katharine] Univ Hull, Dept Biol & Marine Sci, Kingston Upon Hull HU6 7RX, N Humberside, England',\n",
       " '[Tanase, S., I] Stefan Cel Mare Natl Coll, Dept Phys, Suceava 720007, Romania; [Tanase, S., I] Stefan Cel Mare Univ, MANSiD Res Ctr, Suceava 720229, Romania; [Tanase, S., I; Tanase, D.] Spiru Haret Comp Sci Natl Coll, Dept Phys, Suceava 720238, Romania; [Buga, E. M.] Saxion Univ Appl Sci, Creat Media & Game Technol, MH Tromplaan 28, NL-7513 AB Enschede, Netherlands; [Poienariu, L.] Stefan Cel Mare Univ, Fac Elect Engn & Comp Sci, Suceava 720229, Romania',\n",
       " '[Bogdan Toma, Radu] Univ Burgos, Dept Didact Especif, Burgos, Spain; [Garcia-Carmona, Antonio] Univ Seville, Dept Didact Ciencias Expt & Sociales, Seville, Spain',\n",
       " '[Fort, Margherita; Monfardini, Chiara] Univ Bologna, Dept Econ, Bologna, Italy; [Fort, Margherita; Monfardini, Chiara] IZA, Bonn, Germany; [Monfardini, Chiara] CHILD CCA, Turin, Italy; [Chise, Diana] European Cent Bank, Directorate Gen Informat Syst, Frankfurt, Germany; [Fort, Margherita] FBK IRVAPP, Trento, Italy; [Fort, Margherita] CESifo, Munich, Germany',\n",
       " '[Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dnipro, Ukraine; [Dovhal, Serhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Hryhorov, Heorhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Nat & Math Educ, Dnipro, Ukraine; [Lysokolenko, Tetiana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Philosophy, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Philosoph Sci, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Dept Engn Pedag, Dnipro, Ukraine',\n",
       " '[Silva-Diaz, Francisco; Carrillo-Rosua, Javier; Antonio Fernandez-Plaza, Jose] Univ Granada, Granada, Spain; [Carrillo-Rosua, Javier] Inst Andaluz Ciencias Tierra CSIC UGR, Granada, Spain',\n",
       " '[Knight, Gillian L.] Aston Univ, Ctr Innovat Learning & Educ CILE, Sch Engn & Appl Sci, Birmingham, W Midlands, England',\n",
       " '[Arabit Garcia, Javier; Prendes Espinosa, Maria Paz; Serrano Sanchez, Jose Luis] Univ Murcia, Murcia, Spain',\n",
       " '[Ferrada Ferrada, Cristian Andres; Carrillo Rosua, Francisco Javier] Univ Granada, Granada, Spain; [Antonio Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Maule, Chile',\n",
       " '[Hamilton, Miriam] Univ Limerick, Mary Immaculate Coll, Limerick, Ireland',\n",
       " '[Tsai, Liang-Ting] Tzu Chi Univ, Inst Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Tsai, Liang-Ting] Tzu Chi Univ, Ctr Teacher Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Taiwan Marine Educ Ctr, Inst Educ, Keelung, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Ctr Teacher Educ, Keelung, Taiwan; [Cheng, Hao-Ti] Natl Taiwan Ocean Univ, Inst Educ, 2 Beining Rd, Keelung 202, Taiwan',\n",
       " '[Yucelyigit, Secil] TED Univ, Educ Fac, Dept Elementary Educ, Early Childhood Educ Ankara, Ankara, Turkey; [Toker, Zerrin] TED Univ, Educ Fac, Dept Math & Sci Educ, Ankara, Turkey',\n",
       " '[Ling, Loh Su] Sekolah Menengah Kebangsaan Perempuan Sandakan, Sandakan 90000, Sabah, Malaysia; [Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " '[McIntyre, Miranda M.] Calif State Univ San Bernardino, 5500 Univ Pkwy, San Bernardino, CA 92407 USA; [Gundlach, Jessica L.] Ball State Univ, Muncie, IN 47306 USA; [Graziano, William G.] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " '[Gonzalez-Pena, Omar Israel; Rodriguez-Masegosa, Rodolfo; Rodriguez-Lara, Blas Manuel] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, NL, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Dgo, Mexico',\n",
       " '[Gonzalez-Pena, Omar Israel] Tecnol Monterrey, Sch Engn & Sci, Av Eugenio Garza Sada Sur 2501, Monterrey 64849, Mexico; [Pena-Ortiz, Maria Olivia] Univ Guadalajara, Univ Ctr Exact Sci & Engn, Dept Chem, Blvd M Garcia Barragan 1451, Guadalajara 44430, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Mexico',\n",
       " '[Nasri, Nurfarahin; Rahimi, Nik Mohd; Nasri, Nurfaradilla Mohamad; Abd Talib, Mohamad Asyraf] Univ Kebangsaan Malaysia, Fac Educ, Bangi 43600, Selangor, Malaysia',\n",
       " '[Tselegkaridis, Sokratis; Sapounidis, Theodosios] Int Hellen Univ IHU, Dept Informat & Elect Engn, Thessaloniki 57400, Greece',\n",
       " '[Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China; [Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China',\n",
       " '[Felder, Richard M.] North Carolina State Univ, Chem Engn, Raleigh, NC 27695 USA',\n",
       " '[Greca, Ileana M.; Ortiz-Revilla, Jairo] Univ Burgos, Fac Educ, Dept Didact Especif, Burgos, Spain; [Arriassecq, Irene] Univ Nacl Ctr Prov Buenos Aires, Fac Ciencias Exactas, ECienTec, Buenos Aires, DF, Argentina',\n",
       " '[Amo, Daniel] Ramon Llull Univ, Dept Engn, Grp Res GRETEL, Barcelona 08022, Spain; [Fox, Paul] Ramon Llull Univ, Dept Management, Grp Res GRETEL, Barcelona 08022, Spain; [Fonseca, David] Ramon Llull Univ, Dept Architecture, Grp Res GRETEL, Barcelona 08022, Spain; [Poyatos, Cesar] Autonomous Univ Madrid, Didact & Theory Educ Dept, Grp Res EDI, Madrid 28049, Spain',\n",
       " '[Calatrava Arroyo, Amanda; Ramos Montes, Marcos; Segrelles Quilis, J. Damian] Univ Politecn Valencia UPV, Inst Instrumentac Imagen Mol I3M, Valencia 46022, Spain',\n",
       " '[Chasteen, Stephanie] Univ Colorado Boulder, Boulder, CO 80309 USA',\n",
       " '[Mutambara, David] Univ Zululand, Richards Bay, South Africa; [Mutambara, David; Bayaga, Anass] Nelson Mandela Univ, Port Elizabeth, South Africa',\n",
       " '[Mayorova, Vera, I; Grishko, Dmitriy A.; Leonov, Victor V.] Bauman Moscow State Tech Univ, Moscow, Russia',\n",
       " '[Wu, Yufei; Koszalka, Tiffany A.] Syracuse Univ, 259 Huntington Hall, Syracuse, NY 13244 USA; [Cheng, Jiaming] Texas Tech Univ, Coll Educ, Ctr Innovat eLearning, Lubbock, TX 79407 USA',\n",
       " '[Klutsch, Cornelya F. C.; Wikan, Anne; Gonzalez, Victoria; Hagen, Snorre B.] Norwegian Inst Bioecon Res, NIBIO Div Environm & Nat Resources, As, Norway; [Aspholm, Paul Eric; Bjorn, Tor-Arne] Norwegian Inst Bioecon Res, NIBIO Div Forest & Forest Resources, As, Norway; [Polikarpova, Natalia] Pasvik State Nat Reserve, Rayakosky, Russia; [Veisblium, Olga] Kandalaksha State Nat Reserve, Kandalaksha, Russia',\n",
       " '[Gong, Hee Jung] Univ Georgia, Inst Higher Educ, Athens, GA 30602 USA; [Park, Hyeri] Mokpo Natl Maritime Univ, Ctr Educ Qual Management, Mokpo, South Korea; [Hagood, Thomas Chase] Univ Georgia, Div Acad Enhancement, Athens, GA 30602 USA',\n",
       " '[Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China; [Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA',\n",
       " '[Huang, Wen] Arizona State Univ, Engn Educ Syst & Design, Polytech Sch, Ira A Fulton Sch Engn, Mesa, AZ 85281 USA; [Roscoe, Rod D.; Craig, Scotty D.] Arizona State Univ, Polytech Sch, Human Syst Engn, Ira A Fulton Sch Engn, Mesa, AZ USA; [Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA',\n",
       " '[Stiemsma, Leah T.; Davis, Stephen D.; Brewster, Jay L.] Pepperdine Univ, Div Nat Sci, Malibu, CA 90265 USA',\n",
       " '[Sabat, Mira] Univ Balamand, Dept Math, El Koura, Lebanon; [Abdel-Massih, Roula M.] Univ Balamand, Dept Biol, El Koura, Lebanon; [Kanaan, Amjad] Univ Balamand, Biomed Sci, El Koura, Lebanon; [Salloum, Sara] Univ Balamand, Dept Educ, El Koura, Lebanon; [Serhan, Mireille] Univ Balamand, Dept Nutr Sci, El Koura, Lebanon; [Fares, Roula] Univ Balamand, Issam Fares Fac Technol, El Koura, Lebanon; [Haddad, Nicolas] Univ Balamand, Dept Comp Engn, El Koura, Lebanon; [Melki, Antoine] Univ Balamand, Dept Comp Sci, El Koura, Lebanon',\n",
       " '[Nguyen, Andrew V.; Orlofsky, Amos; Pubill, Kaylynn; Tawde, Mangala; Li, Gaozhen; Mata, Diana; Bermudes, Oscar; Fernandez, Miguel; Santana, Jonathan; Kim, Woochul; Chimbay, Enzon; Kim, Yeeun; Nguyen, Trieu; Fox, Malcolm] CUNY, Queensborough Community Coll, Dept Biol Sci & Geol, Bayside, NY 11364 USA; [Eralte, Janelly] Mercy Coll, Dept Nat Sci, Dobbs Ferry, NY 10522 USA; [Metz, Molly; Smyth, Davida S.] New Sch, Eugene Lang Coll Liberal Arts, Dept Nat Sci & Math, New York, NY USA; [Panzeca, Caterina] SUNY Maritime Coll, Dept Sci, New York, NY USA; [Khan, Mazhar I.] Coll Agr Hlth & Nat Resources, Dept Pathobiol & Vet Sci, Storrs, CT USA',\n",
       " '[Olson, Joann S.] Univ Houston Victoria, Adult & Higher Educ, Victoria, TX 77901 USA; [Nayar-Bhalerao, Sneha] Univ Houston Victoria, Counselor Educ, Victoria, TX USA',\n",
       " '[Borman, Lisa; Strimel, Greg J.; Krause, Liesl] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " '[Rushton, Elizabeth A. C.; King, Heather] Kings Coll London, Sch Educ Commun & Soc, Waterloo Bridge Wing,Franklin Wilkins Bldg, London SE1 9HN, England',\n",
       " '[Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Diaz, Noemi V. Mendoza; Barhate, Bhagyashree; Johnston, Austin; Jabarkhail, Sami] Texas A&M Univ, Dept Educ Adm & Human Resources, College Stn, TX 77843 USA',\n",
       " '[Chung, Chih-Chao] Natl Pingtung Univ Sci & Technol, Gen Res Serv Ctr, Pingtung 91201, Taiwan; [Huang, Shu-Lan] Pingtung Cty Ping Rong High Sch, Dept Comp Sci, Pingtung 90052, Taiwan; [Cheng, Yuh-Ming] SHU TE Univ, Dept Comp Sci & Informat Engn, Kaohsiung 82445, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Technol & Vocat Educ, Pingtung 91201, Taiwan',\n",
       " '[Hockicko, Peter; Tarjanyiova, Gabriela] Univ Zilina, Fac Elect Engn & Informat Technol, Zilina, Slovakia',\n",
       " '空缺值',\n",
       " '[Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Quan-Hoang Vuong] Phenikaa Univ, Ctr Interdisciplinary Social Res, Yen Nghia Ward, Hanoi 100803, Vietnam; [Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Ha-My Vuong] Vuong & Associates, AI Social Data Lab, Hanoi 100000, Vietnam; [Thanh-Hang Pham] Hanoi Univ, Fac Management & Tourism, Hanoi 100803, Vietnam; [Thanh-Hang Pham; Anh-Duc Hoang] RMIT Vietnam Univ, Sch Business & Management, Hanoi 100000, Vietnam; [Thu-Trang Vuong] Sci Po Paris, 27 Rue St Guillaume, F-75007 Paris, France; [Hung-Hiep Pham] Phu Xuan Univ, Ctr Res & Practice Educ, Hue 49000, Vietnam; [Hung-Hiep Pham; Anh-Duc Hoang] EdLab Asia Educ Res & Dev Ctr, Hanoi 100000, Vietnam',\n",
       " '[Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China',\n",
       " '[Valovicova, Lubomira; Ondruska, Jan; Zelenicky, Lubomir] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Phys, Tr A Hlinku 1, Nitra 94974, Slovakia; [Chytry, Vlastimil] Univ JE Purkyne, Fac Educ, Dept Presch & Primary Educ, Usti Nad Labem 40001, Czech Republic; [Medova, Janka] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Math, Tr A Hlinku 1, Nitra 94974, Slovakia',\n",
       " '[Bassachs, Marcel] Univ Girona, Dept Pedag, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis] Univ Girona, Dept Specif Didact, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis; Colomer, Jordi] Univ Girona, Inst Sci Educ, Teaching Innovat Networks Reflect & Cooperat Lear, Girona 17003, Spain; [Serra, Teresa; Colomer, Jordi] Univ Girona, Dept Phys, Girona 17003, Spain; [Bubnys, Remigijus] Siauliai Univ, Inst Educ, 25 Visinskio St, LT-76351 Shiauliai, Lithuania',\n",
       " '[Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Malaysia; [Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Malaysia',\n",
       " 'Aggie STEM, College Stn, TX USA; Texas A&M Univ, College Stn, TX USA',\n",
       " '[Ingram, Erin] Univ Nebraska, Inst Agr & Nat Resources Sci Literacy Initiat, Lincoln, NE 68583 USA; [Keshwani, Jenny] Univ Nebraska, Dept Biol Syst Engn, Lincoln, NE 68583 USA',\n",
       " '[Hempel, Byron; Blowers, Paul] Univ Arizona, Chem & Environm Engn, Tucson, AZ 85721 USA; [Kiehlbaugh, Kasi] Univ Arizona, Coll Engn, Tucson, AZ 85721 USA',\n",
       " '[Ralls, Deborah; Bianchi, Lynne] Univ Manchester, Fac Sci & Engn, Sci & Engn Educ Res & Innovat Hub, Manchester M13 9PL, Lancs, England; [Choudry, Sophina] Univ Manchester, Manchester Inst Educ, Manchester M13 9PL, Lancs, England',\n",
       " '[Anderson Quarderer, Nathan; McDermott, Mark A.] Univ Iowa, Iowa City, IA 52242 USA',\n",
       " '[Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Du, Hanxiang; Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA; [Chen, Guanhua] Concord Consortium, Concord, MA 01742 USA; [Xie, Charles] Inst Future Intelligence, Natick, MA 01760 USA',\n",
       " '[Pagano, Lauren C.; Haden, Catherine A.] Loyola Univ, Dept Psychol, Chicago, IL 60660 USA; [Uttal, David H.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " '[Tomblin, David; Mogul, Nicole] Univ Maryland, Coll Pk Scholars Sci Technol & Soc Program, College Pk, MD 20742 USA',\n",
       " '[Smith, Dorothy V.] Univ New England, Sch Educ, Dept STEM Educ, Armidale, NSW 2351, Australia',\n",
       " '[Wen, Yun] Nanyang Technol Univ, Natl Inst Educ, Singapore, Singapore',\n",
       " '[Blustein, David L.; Erby, Whitney; Meerkins, Tera; Soldz, Isaac; Ezema, Gabriel Nnamdi] Boston Coll, Dept Counseling Dev & Educ Psychol, Campion 315, Chestnut Hill, MA 02467 USA',\n",
       " '[King, Hunter C.; Lewis, Heather L. J.; Payan, Julio; Fischer, Aaron J.] Univ Utah, 1238 E Fenway Ave,Unit 2, Salt Lake City, UT 84102 USA; [Bella, Zachary] Univ Wisconsin, Milwaukee, WI 53201 USA',\n",
       " '[Juskeviciene, Anita; Stupuriene, Gabriele; Jevsikova, Tatjana] Vilnius Univ, Inst Data Sci & Digital Technol, Akad Str 4, LT-08412 Vilnius, Lithuania',\n",
       " '[Rodriguez, Alberto J.; Shim, Soo Won] Purdue Univ, Coll Educ, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA',\n",
       " \"[O'Hara, Robert M.] Clemson Univ, Dept Educ & Human Dev, 101 Gantt Cr, Clemson, SC 29631 USA\",\n",
       " '[Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China; [Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China',\n",
       " '[Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " '[Gonzalez-Nieto, Noe Abraham; Ching-Chiang, Lay-Wah Carolina; Fernandez-Cardenas, Juan Manuel; Reynaga-Pena, Cristina G.; Santamaria-Cid-de-Leon, David] Tecnol Monterrey, Escuela Humanidades & Educ, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; [Diaz-de-Leon-Lastras, Alejandra; Cortes Capetillo, Azael Jesus] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico',\n",
       " '空缺值',\n",
       " '[Wolf, Vanessa; Hsiao, Valerie; Min, Ashley; Ashcroft, Jared] Pasadena City Coll, Pasadena, CA 91106 USA; [Rodriguez, Brandon] NASA Educ, Jet Prop Lab, Pasadena, CA USA; [Mayorga, Jill] Aspire Pacific Acad, Huntington Pk, CA USA',\n",
       " '[Anderson, Ashlyn E.] Univ Alabama Birmingham, Dept Cell Dev & Integrat Biol, Birmingham, AL USA; [Justement, Louis B.; Bruns, Heather A.] Univ Alabama Birmingham, Dept Microbiol, 845 19th St South,BBRB 273B, Birmingham, AL 35294 USA',\n",
       " '[Wannapiroon, Naphong; Petsangsri, Sirirat] King Mongkuts Inst Technol Ladkrabang, Bangkok, Thailand',\n",
       " '[Nurtanto, Muhammad] Univ Sultan Ageng Tirtayasa, Dept Mech Engn Educ, Jl Raya Jakarta Km 4, Banten, Indonesia; [Sudira, Putu] Yogyakarta State Univ, Grad Sch, Tech & Vocat Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Kholifah, Nur] Yogyakarta State Univ, Dept Culinary & Fash Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Samsudin, Achmad] Univ Pendidikan Indonesia, Dept Phys Educ, Jl Dr Setiabudi 229, Kota Bandung 40154, Jawa Barat, Indonesia; [Warju, Warju] Univ Negeri Surabaya, Fac Engn, Dept Mech Engn, Jl Ketintang, Surabaya 60213, Indonesia',\n",
       " '[Nguyen Thi Thu Thuy] Pham Dong Univ, Dept Phys Educ, Fac Sci Educ, Quangngai, Vietnam; [Nguyen Van Bien; Duong Xuan Quy] Hanoi Natl Univ Educ, Fac Phys, Dept Phys Educ, Hanoi, Vietnam',\n",
       " '[Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Jember Univ, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei; Hakamada, Hiroki] Shizuoka Univ, Grad Sch Educ, Dept Sci Educ, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, Grad Sch Sci Informat & Technol, Dept Sci Educ, Shizuoka, Japan',\n",
       " '[Cervone, Daniel; Mercurio, Lara] Univ Illinois, Dept Psychol, 1007 West Harrison St, Chicago, IL 60607 USA; [Lilley, Carmen] Univ Illinois, Dept Mech & Ind Engn, Chicago, IL 60607 USA',\n",
       " '[Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Ctr Learning Sci & Technol, Shatin, Hong Kong, Peoples R China; [Rahmawati, Yuli] Univ Negeri Jakarta, Dept Chem Educ, Jakarta 13320, Indonesia',\n",
       " '[Christopoulos, Athanasios; Laakso, Mikko-Jussi] Univ Turku, Ctr Learning Analyt, Dept Future Technol, Turku 20014, Finland; [Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece',\n",
       " '[Gonzalez-Tablas, Ana I.; Planet Palomino, Alvaro] Univ Carlos III Madrid, Comp Sci & Engn Dept, Avda Univ 30, Leganes 28911, Spain; [Gonzalez Vasco, Maria I.] Univ Rey Juan Carlos, Mat Sci & Engn & Elect Technol, Dept Appl Math, Calle Tulipan S-N, Mostoles 28933, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, Dept Stat, Avda Univ 30, Leganes 28911, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, UC3M Santander IBiDat, Avda Univ 30, Leganes 28911, Spain',\n",
       " '[Nguyen, Thi Phuoc Lai] Asian Inst Technol, Sch Environm Resources & Dev, Dept Dev & Sustainabil, Pathum Thani 12120, Thailand; [Nguyen, Thi Huy; Tran, Thanh Khiet] Minist Educ & Training, Hanoi 100000, Vietnam',\n",
       " '空缺值',\n",
       " '[Lin, Qiao; Yin, Yue; Hadad, Roxana] Univ Illinois, 1040 West Harrison St, Chicago, IL 60607 USA; [Tang, Xiaodan] Northwestern Univ, 625 Michigan Ave, Chicago, IL 60611 USA; [Hadad, Roxana] NE Illinois Univ, 5500 North St Louis Ave, Chicago, IL 60625 USA; [Hadad, Roxana] Univ Calif Los Angeles, 405 Hilgard Ave, Los Angeles, CA 90095 USA; [Zhai, Xiaoming] Univ Georgia, 110 Carlton St, Athens, GA 30602 USA',\n",
       " '[Evans, Tanya; Novak, Julia; Thomas, Mike] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy; Murphy, Priscilla E. L.] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand; [Stephens, Jason] Univ Auckland, Sch Learning Dev & Profess Practice, Auckland, New Zealand',\n",
       " '[Li, Xiaoshan] Beijing Normal Univ, Fac Educ, Smart Learning Inst, Sch Educ Technol, Xinjiekouwai St, Beijing 100875, Peoples R China; [Wang, Wenjing] Beijing Normal Univ, Sch Syst Sci, Xinjiekouwai St, Beijing 100875, Peoples R China',\n",
       " '[Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Birmingham Community Charter High Sch, Encino, CA 91406 USA',\n",
       " '[Tsinajinie, Garrison; Kirboyun, Sevgi; Hong, Sunggye] Univ Arizona, Dept Disabil & Psychoeduc Studies, Tucson, AZ 85721 USA',\n",
       " '[Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain',\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, TR-49250 Mus, Turkey',\n",
       " '[Ceyhan, Gaye D.] Bogazici Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Tillotson, John W.] Syracuse Univ, Dept Sci Teaching, Syracuse, NY 13244 USA',\n",
       " '[Maiorca, Cathrine] Calif State Univ Long Beach, Elementary Math Educ, Long Beach, CA 90840 USA; [Mohr-Schroeder, Margaret J.] Univ Kentucky, STEM Educ, Lexington, KY USA',\n",
       " '[Utley, Juliana; Ivey, Toni; Cribbs, Jennifer] Oklahoma State Univ, Sch Teaching Learning & Educ Sci, Stillwater, OK 74078 USA',\n",
       " '[Anwar, Saira] Univ Florida, Dept Engn Educ, Nucl Sci Bldg, Gainesville, FL 32611 USA; [Menekse, Muhsin] Purdue Univ, Sch Engn Educ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA',\n",
       " '[Conde, Miguel A.; Rodriguez-Sedano, Francisco J.] Univ Leon, Robot Res Grp, Leon, Spain; [Fernandez-Llamas, Camino] Univ Leon, Leon, Spain; [Goncalves, Jose; Lima, Jose] Inst Politecn Braganca, Braganca, Portugal; [Garcia-Penalvo, Francisco J.] Univ Salamanca, Salamanca, Spain',\n",
       " '[Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien; Wullemen, Ann; van de Vyver, Yannick; Rydant, Tom; De Spiegeleer, Lotje; Verbraeken, Hanne] Univ Antwerp, Fac Social Sci, Dept Training & Educ Sci, Res Unit Edubron, Prinsstr 13, B-2000 Antwerp, Belgium; [Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien] Karel de Grote Univ Apllied Sci & Arts, Fac Teacher Training, Expertise Ctr Urban Educ, Brusselstr 45, B-2018 Antwerp, Belgium; [Ardies, Jan] AP Univ Appl Sci, Dept Educ & Training, Lange Nieuwstr 101, B-2000 Antwerp, Belgium',\n",
       " '[Bertram, Lara] Max Planck Inst Human Dev, MPRG iSearch, Berlin, Germany; [Bertram, Lara] Fac Hlth & Med Sci, Sch Psychol, Guildford, Surrey, England',\n",
       " '[Geesa, Rachel Louise] Ball State Univ, Educ Leadership, Muncie, IN 47306 USA; [Stith, Krista M.] Ball State Univ, Ctr Gifted Studies & Talent Dev, Muncie, IN 47306 USA; [Rose, Mary A.] Ball State Univ, Educ Studies, Muncie, IN 47306 USA',\n",
       " '[Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu, South Korea; [Ham, Hyungin] Suwanhana Middle Sch, Gwangju, South Korea; [Kwon, Hyuksoo] Kongju Natl Univ, Dept Technol & Home Econ Educ, Gongju, South Korea',\n",
       " '[Sivaraj, Ramya; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA; [Ellis, Joshua A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX USA',\n",
       " '[Tan, Michael] Nanyang Technol Univ, Natl Inst Educ, 1 Nanyang Walk, Singapore S637616, Singapore',\n",
       " '[Bianchi, Nicola] Northwestern Univ, Kellogg Sch Management, Evanston, IL 60208 USA; [Giorcelli, Michela] Univ Calif Los Angeles, Los Angeles, CA 90024 USA',\n",
       " '[Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece; [Dengel, Andreas] Univ Wurzburg, Chair Sch Pedag, D-97070 Wurzburg, Germany; [Christopoulos, Athanasios] Univ Turku, Dept Future Technol, FI-20014 Turku, Finland',\n",
       " '[Phillips, Molly] iDigBio & Facilitates Inc Digital Collect Resourc, Gainesville, FL USA; [Shea, Elizabeth K.] Delaware Museum Nat Hist, Mollusks, Wilmington, DE USA; [Bolton, Amy] Smithsonian Natl Museum Nat Hist, Washington, DC USA; [Lincoln, Cynthia] North Carolina Museum Nat Sci, Naturalist Ctr, Raleigh, NC USA; [Green, Kathryn] Univ Georgia, Genet Dept, Athens, GA 30602 USA; [Mast, Austin] Florida State Univ, Dept Biol Sci, Tallahassee, FL 32306 USA; [Mast, Austin] FSUs Robert K Godfrey Herbarium, Tallahassee, FL USA; [Mast, Austin] Univ Zurich, Zurich, Switzerland; [Cubeta, Marc A.] North Carolina State Univ NCSU, Dept Entomol & Plant Pathol, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Ctr Integrated Fungal Res, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Larry F Grand Mycol Herbarium, Raleigh, NC USA',\n",
       " '[Skrimponis, Panagiotis; Korakis, Thanasis] NYU, New York, NY 10003 USA; [Makris, Nikos] Univ Thessaly, Volos, Greece; [Rajguru, Sheila Borges] Rutgers State Univ, New Brunswick, NJ USA; [Cheng, Karen; Ford, Emily] Columbia Engn Outreach, New York, NY USA; [Ostrometzky, Jonatan; Kostic, Zoran; Zussman, Gil] Columbia Univ, New York, NY 10027 USA',\n",
       " '[Colon, Jessica; Oliphant, Simone; Shirajee, Ateev; Mccartney, Melissa] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Colon, Jessica; Tiernan, Nichole; Oliphant, Simone; Shirajee, Ateev; Flickinger, Jonathan; Francisco-Ortega, Javier; Mccartney, Melissa] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Liu, Hong; Francisco-Ortega, Javier] Florida Int Univ, Dept Earth & Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Inst Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Latin Amer & Caribbean Ctr, Miami, FL 33199 USA; [Tiernan, Nichole; Flickinger, Jonathan; Liu, Hong; Francisco-Ortega, Javier] Fairchild Trop Bot Garden, Coral Gables, FL USA',\n",
       " '[Hacisalihoglu, Gokhan] Florida A&M Univ, Dept Biol Sci, Tallahassee, FL 32307 USA; [Stephens, Desmond; Stephens, Sonya] Florida A&M Univ, Dept Math, Tallahassee, FL 32307 USA; [Johnson, Lewis] Florida A&M Univ, Dept Phys, Tallahassee, FL 32307 USA; [Edington, Maurice] Florida A&M Univ, Dept Chem, Tallahassee, FL 32307 USA',\n",
       " '[Owens, David C.] Georgia Southern Univ, Dept Middle Grades & Secondary Educ, Savannah, GA 31419 USA; [Petitt, Destini N.] Univ N Carolina, Dept Geog & Earth Sci, Charlotte, NC 28223 USA; [Lally, Diane; Forbes, Cory T.] Univ Nebraska, Sch Nat Resources, Lincoln, NE 68583 USA',\n",
       " '[Jeong, Jin Su; Gonzalez-Gomez, David; Yllana Prieto, Felix] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Ave Univ S-N, Caceres 10004, Spain',\n",
       " '空缺值',\n",
       " '[Aydin-Gunbatar, Sevgi; Ekiz-Kiran, Betul] Van Yuzuncu Yil Univ, Coll Educ, Math & Sci Educ Dept, Van, Turkey; [Oztay, Elif Selcan] Van Yuzuncu Yil Univ, Coll Educ, Primary Educ Dept, Van, Turkey',\n",
       " '[Ansong, David; Okumu, Moses; Albritton, Travis J.; Bahnuk, Eva Paige] Univ N Carolina, Sch Social Work, 325 Pittsboro St, Chapel Hill, NC 27599 USA; [Small, Eusebius] Univ Texas Arlington, Sch Social Work, Arlington, TX 76019 USA',\n",
       " '[Evans, Tanya; Thomas, Michael O. J.] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand',\n",
       " \"[Parker, Carolyn] Amer Univ, Sch Educ, Spring Valley Bldg,4400 Massachusetts Ave NW, Washington, DC 20016 USA; [Grigg, Jeffrey] Johns Hopkins Univ, Baltimore, MD USA; [D'Souza, Stephanie] Amer Inst Res, Washington, DC USA; [Mitchell, Charlie] Maryland Dept Educ, Baltimore, MD USA; [Smith, Erica] Tulane Univ, New Orleans, LA 70118 USA\",\n",
       " '[Zhu, Xinhong; Xiong, Zhenfang; Zheng, Taoyun; Li, Lin; Zhang, Liuyi; Yang, Fen] Hubei Univ Chinese Med, Sch Nursing, Wuhan, Peoples R China',\n",
       " '[Mi, Shuaishuai; Lu, Shanshan] Shandong Normal Univ, Jinan 250014, Shandong, Peoples R China; [Bi, Hualin] Qufu Normal Univ, Qufu, Shandong, Peoples R China',\n",
       " '[Salmi, Hannu S.; Thuneberg, Helena] Univ Helsinki, Fac Educ Sci, POB 8, Helsinki 00014, Finland; [Bogner, Franz X.] Univ Bayreuth, Fac Biol Chem & Earth Sci, Bayreuth, Germany',\n",
       " '[Xing, Wanli; Li, Chenglu] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL USA; [Chen, Guanhua; Huang, Xudong; Chao, Jie; Massicotte, Joyce; Xie, Charles] Concord Consortium, Concord, MA USA',\n",
       " '[Mutambara, David; Bayaga, Anass] Univ Zululand, Fac Educ, Dept Maths Sci & Technol Educ, Richards Bay, South Africa',\n",
       " '[Wang, Liyan] Shanghai Normal Univ, Shanghai, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Dept Educ Technol, Shanghai, Peoples R China',\n",
       " '[Hughes, Roxanne; Roberts, Kari] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Schellinger, Jennifer] Florida State Univ, Coll Educ, Tallahassee, FL 32306 USA',\n",
       " '[Mohan, Ashwin; Kelly, Gregory J.] Penn State Univ, State Coll, PA 16801 USA',\n",
       " '[Lane, A. Kelly] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA; [McAlpin, Jacob D.; Feola, Stephanie; Lewis, Jennifer E.] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Earl, Brittnee; Shadle, Susan E.] Boise State Univ, Ctr Teaching & Learning, Boise, ID 83725 USA; [Lewis, Jennifer E.; Skvoretz, John; Prevost, Luanna B.] Univ S Florida, Ctr Improvement Teaching & Res Undergrad STEM Edu, Tampa, FL 33620 USA; [Mertens, Karl] Boise State Univ, Ecol Evolut & Behav Program, Boise, ID 83725 USA; [Shadle, Susan E.] Boise State Univ, Dept Chem & Biochem, Boise, ID 83725 USA; [Skvoretz, John] Univ S Florida, Dept Sociol, Tampa, FL 33620 USA; [Ziker, John P.] Boise State Univ, Dept Anthropol, Boise, ID 83725 USA; [Couch, Brian A.] Univ Nebraska, Sch Biol Sci, Lincoln, NE 68588 USA; [Prevost, Luanna B.] Univ S Florida, Dept Integrat Biol, Tampa, FL 33620 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA 22904 USA',\n",
       " '[Shah, Niral; Ai-Khanh Nguyen] Univ Washington, Coll Educ, Seattle, WA 98105 USA; [Christensen, Julie A.; Byun, Sunghwan; Stroupe, David] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Ortiz, Nickolaus A.] Georgia State Univ, Coll Educ & Human Dev, Atlanta, GA 30303 USA; [Reinholz, Daniel L.] San Diego State Univ, Coll Sci, San Diego, CA 92182 USA',\n",
       " '[Stella, Massimo] Complex Sci Consulting, Lecce, Italy',\n",
       " '[Lee, Meggan J.] Univ Illinois, Dept Sociol, Urbana, IL 61820 USA; [Collins, Jasmine D.] Univ Illinois, Educ & Commun, Urbana, IL 61801 USA; [Harwood, Stacy Anne] Univ Utah, City & Metropolitan Planning Dept, Salt Lake City, UT 84112 USA; [Mendenhall, Ruby] Univ Illinois, Dept Sociol & African Amer Studies, Carle Illinois Coll Med, Champaign, IL 61820 USA; [Huntt, Margaret Browne] Univ Illinois, Canc Ctr Illinois, Urbana, IL 61801 USA',\n",
       " '[Dong, Yan; Wang, Jing] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Yang, Yunying] Univ Melbourne, Melbourne Grad Sch Educ, Melbourne, Vic 3053, Australia; [Kurup, Premnadh M.] La Trobe Univ, Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Hwang, Candy S.] Southern Connecticut State Univ, Dept Chem, New Haven, CT 06515 USA',\n",
       " '[Wan, Zhi Hong; Jiang, Yushan; Zhan, Ying] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China',\n",
       " '[Liu, Ran] Univ Wisconsin, Dept Educ Policy Studies, Madison, WI 53706 USA',\n",
       " '[Smith, Derrick W.; Lampley, Sandra A.; Blair, Morgan] Univ Alabama, Huntsville, AL 35756 USA; [Dolan, Bob] Diverse Learners Consulting, Leverett, MA USA; [Williams, Greg; Schleppenbach, David] Tactile Solut Inc, Lafayette, IN USA',\n",
       " '[Dziob, Daniel] Jagiellonian Univ Med Coll, Dept Biophys, Sw Lazarza 16, PL-31530 Krakow, Poland; [Krupinski, Michal; Wozniak, Edyta; Gabryszewski, Ryszard] Polskiej Akad Nauk CBK PAN, Ctr Badan Kosmicznych, Bartycka 18A, PL-00716 Warsaw, Poland',\n",
       " '[Hernandez-Sabate, Aura; Sanchez, F. Javier] Univ Autonoma Barcelona, Dept Ciencies Computacio, Bellaterra 08193, Barcelona, Spain; [Hernandez-Sabate, Aura; Sanchez, F. Javier] Comp Vis Ctr, Bellaterra 08193, Barcelona, Spain; [Albarracin, Lluis] Univ Autonoma Barcelona, Dept Didact Ciencies Expt & Matemat, Bellaterra 08193, Barcelona, Spain',\n",
       " '[Milicic, Gregor; Wetzel, Sina; Ludwig, Matthias] Goethe Univ Frankfurt, Inst Math & Comp Sci Educ, D-60325 Frankfurt, Germany',\n",
       " '[Rowe, Shawn] Oregon State Univ, Coll Educ, Sea Grant, Corvallis, OR 97331 USA; [Riggio, Mariapaola] Oregon State Univ, Wood Sci & Engn, Corvallis, OR 97331 USA; [De Amicis, Raffaele] Oregon State Univ, Sch Elect Engn & Comp Sci, Corvallis, OR 97331 USA; [Rowe, Susan R.] Oregon State Univ, Precoll Programs, Corvallis, OR 97331 USA',\n",
       " '[Eltanahy, Marwa; Forawi, Sufian] British Univ Dubai, Dubai Int Acad City DIAC, 1st & 2nd Floor,Block 11,POB 345015, Dubai, U Arab Emirates; [Mansour, Nasser] Univ Exeter, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England',\n",
       " '[Vossen, T. E.; Tigelaar, E. H.; Van Driel, J. H.] Leiden Univ, Grad Sch Teaching, Kolffpad 1,POB 905, NL-2300 AX Leiden, Netherlands; [Vossen, T. E.; Henze, I.; De Vries, M. J.] Delft Univ Technol, Dept Sci Educ & Commun, Lorentzweg 1, NL-2628 CJ Delft, Netherlands; [Van Driel, J. H.] Univ Melbourne, Melbourne Grad Sch Educ, 234 Queensberry St, Melbourne, Vic 3010, Australia',\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Egitim Fak, Mus, Turkey',\n",
       " '[Yildirim, Hamdican] Hacettepe Univ, Egitim Bilimleri Enstitusu, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey; [Gelmez-Burakgazi, Sevinc] Hacettepe Univ, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey',\n",
       " '[Timur, Betul; Belek, Fatma] Canakkale Onsekiz Mart Univ, Matemat & Fen Bilimleri Egitimi Bolumu, Canakkale, Turkey',\n",
       " '[Stelter, Rebecca L.; Kupersmidt, Janis B.; Stump, Kathryn N.] Innovat Res & Training, 5316 Highgate Dr Suite 125, Durham, NC 27713 USA',\n",
       " '[Quardokus Fisher, Kathleen] Florida Int Univ, Dept Earth & Environm, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Quardokus Fisher, Kathleen] Florida Int Univ, STEM Transformat Inst, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Koretsky, Milo D.] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA',\n",
       " '[Juskeviciene, Anita] Vilnius Univ, Inst Data Sci & Digital Technol, Vilnius, Lithuania; [Dagiene, Valentina; Dolgopolovas, Vladimiras] Vilnius Univ, Inst Educ Sci, Vilnius, Lithuania',\n",
       " '[Alade, Fashina] Michigan State Univ, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA; [Lauricella, Alexis] Erickson Inst Early Childhood Dev, Child Dev, Chicago, IL USA; [Kumar, Yannik] Univ Chicago, Graham Sch Profess Studies, Chicago, IL USA; [Wartella, Ellen] Northwestern Univ, Commun Studies, Evanston, IL USA',\n",
       " '[Zhou, Ding; Gomez, Rafael; Wright, Natalie; Rittenbruch, Markus] Queensland Univ Technol, Sch Design, 2 George St, Brisbane, Qld, Australia; [Davis, James] Queensland Univ Technol, Sch Teacher Educ & Leadership, 149 Victoria Pk Rd, Kelvin Grove, Qld, Australia',\n",
       " '[Davis, James P.] Queensland Univ Technol, Brisbane, Qld 4059, Australia; [Du, Juan; Tang, Jia-Hui; Qiao, Lu; Liu, Yan-Qiu; Chiang, Feng-Kuang] Shanghai Normal Univ, Shanghai, Peoples R China',\n",
       " \"[O'Sullivan, S.] Univ Munster, Fac Math & Comp Sci, D-48149 Munster, Germany; [Friebe, Michael] Otto von Guericke Univ, Inst Med Engn, Magdeburg, Germany; [Tonti, W. R.] IEEE Future Direct, Washington, DC USA; [Hartnett, Margaret] GB Grp Plc, Chester, Cheshire, England; [Castro, Manuel] Spanish Natl Univ Distance Educ UNED, Ind Engn Sch, Elect & Comp Engn Dept, Madrid, Spain; [Pozzo, M., I] Natl Sci & Tech Res Council Argentina, Buenos Aires, DF, Argentina; [Nilsiam, Y.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA\",\n",
       " '[Welch, James] Univ Tampa, Sykes Coll Business, Tampa, FL 33606 USA',\n",
       " '[Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX 75205 USA; [Keratithamkul, Khomson; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN USA; [Dare, Emily A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ Dept, St Paul, MN USA',\n",
       " '[Kapon, Shulamit; Schvartzer, Maayan] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Peer, Tal] ACHERET Ctr, Cabri, Israel',\n",
       " '[Sen, Ceylan] Yozgat Bozok Univ, Fac Educ, Dept Primary Educ, Yozgat, Turkey; [Ay, Zeynep Sonay] Hacettepe Univ, Fac Educ, Dept Elementary Math Educ, Ankara, Turkey; [Kiray, Seyit Ahmet] Necmettin Erbakan Univ, Fac Educ, Dept Elementary Sci Educ, Konya, Turkey',\n",
       " '[Stewart, Fran] Ohio State Univ, John Glenn Coll Publ Affairs, Columbus, OH 43210 USA; [Stewart, Fran] Ohio State Univ, Ohio Mfg Inst, Columbus, OH 43210 USA; [Yeom, Minkyu] Cleveland State Univ, Levin Coll Urban Affairs, Cleveland, OH 44115 USA; [Stewart, Alice] North Carolina Agr & Tech State Univ, Greensboro, NC USA',\n",
       " '[Caspi, Avner; Gorsky, Paul] Open Univ Israel, Dept Educ & Psychol, Raanana, Israel; [Nitzani-Hendel, Rakefet; Rosenfeld, Sherman; Berman, Shmuel] Sci & Reasoning 2000, Herev Le Et, Israel; [Zacharia, Zacharias C.] Univ Cyprus, Res Sci & Technol Educ Grp, Educ Sci, Nicosia, Cyprus; [Shildhouse, Bruria] Eshkol Payis, Petah Tiqwa, Israel',\n",
       " '[Falloon, Garry; Forbes, Anne; Stevenson, Michael; Bower, Matt] Macquarie Univ, Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Sch Educ, Parkville, Vic, Australia',\n",
       " '[Zhan, Xiaohong; Xu, Ranran] East China Normal Univ, Coll Teacher Educ, Fac Educ, Shanghai, Peoples R China; [Sun, Daner; Wan, Zhi Hong] Educ Univ Hong Kong, Dept Math & Informat Technol, Hong Kong, Peoples R China; [Hua, Yingli] Chengdu Tanghu Foreign Languages Sch, Chengdu, Peoples R China',\n",
       " '[El Nagdi, Mohamed; Roehrig, Gillian] Univ Minnesota, STEM Educ Ctr, Minneapolis, MN 55455 USA',\n",
       " '[Kulturel-Konak, Sadan] Penn State Univ Berks, Management Informat Syst, Tulpehocken Rd POB 7009, Reading, PA 19610 USA',\n",
       " '[Liou, Yi-Hwa] Natl Taipei Univ Educ, Dept Educ Management, Taipei, Taiwan; [Daly, Alan J.] Univ Calif San Diego, Dept Educ Studies, La Jolla, CA 92093 USA',\n",
       " '[Fernandez-Martin, Francisco-Domingo; Arco-Tirado, Jose-Luis; Hervas-Torres, Mirian] Univ Granada, Dept Dev & Educ Psychol, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier; Romero-Lopez, Carmen] Univ Granada, Dept Didact Expt Sci, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier] Univ Granada, Andalusian Inst Earth Sci, CSIC, Granada 18100, Spain; [Ruiz-Hidalgo, Juan-Francisco] Univ Granada, Dept Didact Math, Granada 18071, Spain',\n",
       " '[Wei, Wong Kah] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Maat, Siti Mistima] Univ Kebangsaan Malaysia, Res Ctr Teaching & Learning Educ, Bangi, Selangor, Malaysia',\n",
       " '[Glaze-Crampes, Amanda L.] Georgia Southern Univ, 4105 Coll Educ Bldg,POB 8013, Statesboro, GA 30460 USA',\n",
       " '[Jesionkowska, Joanna; Wild, Fridolin] Oxford Brookes Univ, Performance Augmentat Lab, Headington Rd, Oxford OX3 0BP, England; [Wild, Fridolin] Open Univ, Inst Educ Technol, Walton Hall, Milton Keynes MK7 6AA, Bucks, England; [Deval, Yann] ATLAS, Ctr Marionnette Federat Wallonie Bruxelles, Rue St Martin 47, B-7500 Tournai, Belgium',\n",
       " '[Du Plessis, Anna E.] Learning Sci Inst Australia, GPO Box 2587, Brisbane, Qld 4001, Australia',\n",
       " '[De Meester, Jolien] Katholieke Univ Leuven, Fac Engn Sci, BE-3000 Leuven, Belgium; [Boeve-de Pauw, Jelle; De Loof, Haydee; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, BE-2000 Antwerp, Belgium; [Buyse, Marie-Paule; Ceuppens, Stijn; Dehaene, Wim] Katholieke Univ Leuven, ESAT, MICAS, Dept Elect Engn, BE-3000 Leuven, Belgium; [De Cock, Mieke] Katholieke Univ Leuven, Dept Phys & Astron, BE-3000 Leuven, Belgium; [Goovaerts, Leen] Univ Antwerp, Fac Social Sci, Sch Educ, BE-2000 Antwerp, Belgium; [Hellinckx, Luc] Vrije Univ Brussel, Logist Unit, BE-1000 Brussels, Belgium; [Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc, BE-3000 Leuven, Belgium; [Struyf, Annemie] Univ Antwerp, Dept Sociol, BE-2000 Antwerp, Belgium; [Thibaut, Lieve] IMEC, i Learn, BE-3000 Leuven, Belgium; [van de Velde, Didier] Katholiek Onderwijs Vlaanderen, Pedag Support, BE-1000 Brussels, Belgium',\n",
       " '[Yu, Kuang-Chao; Wu, Pai-Hsing] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Fan, Szu-Chun] Natl Kaohsiung Normal Univ, Dept Ind Technol Educ, 62 Shenjhong Rd,Yanchao Campus, Kaohsiung 82444, Taiwan',\n",
       " '[Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA; [Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA',\n",
       " '[Black, Paul N.] Univ Nebraska, Dept Biochem, Lincoln, NE 68583 USA',\n",
       " '[Shute, Valerie; Rahimi, Seyedahmad; Smith, Ginny; Ke, Fengfeng; Almond, Russell; Dai, Chih-Pu; Kuba, Renata; Liu, Zhichun; Yang, Xiaotong; Sun, Chen] Florida State Univ, Coll Educ, Dept Educ Psychol & Learning Syst, 3205G Stone Bldg,1114 W Call St, Tallahassee, FL 32306 USA',\n",
       " '[Weng, Jiayi; Li, Hui] Univ Hong Kong, Fac Educ, Hong Kong, Peoples R China; [Li, Hui] Macquarie Univ, Fac Educ, N Ryde, NSW, Australia',\n",
       " '[Ferrada-Ferrada, Cristian; Silva-Diaz, Francisco] Univ Granada UGR, Granada, Spain; [Carrillo-Rosua, Javier] Univ Granada UGR, Inst Andaluz Ciencias Tierra CSIC UGR, Dept Didact Ciencias Expt, Granada, Spain; [Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Chile',\n",
       " '[York, Emily] James Madison Univ, Sch Integrated Sci, 702 Carrier Dr MSC 4302, Harrisonburg, VA 22807 USA; [Conley, Shannon N.] James Madison Univ, Sch Integrated Sci, 701 Carrier Dr MSC 4102, Harrisonburg, VA 22807 USA',\n",
       " '[Develaki, Maria] Hellen Minist Educ, Educ Advice Secondary Sci Educ, Athens, Greece',\n",
       " '[Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan',\n",
       " '[Park, Wonyong; Wu, Jen-Yi; Erduran, Sibel] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England; [Erduran, Sibel] Univ Oslo, Norwegian Ctr Sci Educ, Oslo, Norway',\n",
       " '[Hussenius, Anita] Uppsala Univ, Ctr Gender Res, Uppsala, Sweden',\n",
       " '[Cetin, Mustafa] Akdeniz Univ, Fac Educ, Dept Elementary & Early Childhood Educ, TR-07058 Antalya, Turkey; [Demircan, Hasibe Ozlen] Middle East Tech Univ, Fac Educ, Dept Elementary & Early Childhood Educ, Ankara, Turkey',\n",
       " '[Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, 701 W Stadium Ave, W Lafayette, IN 47907 USA; [Magana, J. Alejandra] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA',\n",
       " '[Menchaca Sierra, Iratxe; Dziabenko, Olga; Garcia Zubia, Javier] Univ Deusto, Bilbao, Spain',\n",
       " '[Sanchez-Martin, Jesus] Univ Extremadura, Fac Educ, Dept Didact Ciencias Expt & Matemat, Avda Elvas S-N, Badajoz 06006, Spain; [Corrales-Serrano, Mario] Univ Extremadura, Fac Educ, Dept Didact Ciencias Sociales Lengua & Literatura, Avda Elvas S-N, Badajoz 06006, Spain; [Luque-Sendra, Amalia; Zamora-Polo, Francisco] Univ Seville, Dept Ingn Diseno, Escuela Politecn Super, C Virgen Africa 7, Seville 41011, Spain; [Zamora-Polo, Francisco] Univ Extremadura, Dept Ingn Mecan Energet & Mat, Escuela Ingn Ind, Avda Elvas S-N, Badajoz 06006, Spain',\n",
       " '[Palisoc, Caesar P.; Morales, Marie Paz E.] Philippine Normal Univ Manila, Coll Grad Studies & Teacher Educ Res, Grad Teacher Educ Fac, Manila 1000, Philippines; [Avilla, Ruel A.; Owen Ayuste, Thaddeus; Ramos-Butron, Benilda] Philippine Normal Univ Manila, Fac Sci Technol & Math, Coll Teacher Dev, Manila 1000, Philippines; [Casilla, Nica A.] Philippine Normal Univ Manila, Publicat Off, Manila 1000, Philippines',\n",
       " '[Dickman, Benjamin; Nauman, Erik] Hewitt Sch, New York, NY 10021 USA',\n",
       " '[Monahan, Ceire; Munakata, Mika; Vaidya, Ashwin] Montclair State Univ, Dept Math Sci, Montclair, NJ 07043 USA; [Gandini, Sean] Gandini Juggling, London, England',\n",
       " '[Miles Nash, Angel] Chapman Univ, Leadership Dev, Orange, CA 92866 USA; [Peters, April L.] Univ Houston, Educ Leadership & Policy Studies, Houston, TX USA',\n",
       " '[Carolina Ching-Chiang, Lay-Wah; Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Escuela Humanidades & Educ, Monterrey, Mexico',\n",
       " '[Simunovic, Mara; Babarovic, Toni] Ivo Pilar Inst Social Sci, Marulicev Trg 19-1, Zagreb 10000, Croatia',\n",
       " '[Hosbein, Kathryn N.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97207 USA',\n",
       " '[Eglash, Ron] Univ Michigan, Sch Informat, 4389 North Quad,105 S State St, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Art & Design, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Pretoria, Pretoria, South Africa; [Babbitt, William] Rensselaer, Troy, NY USA; [Lachney, Michael] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Reinhardt, Martin] Reinhardt & Associates, Lexington, KY USA; [Reinhardt, Martin] Northern Michigan Univ, Native Amer Studies, Marquette, MI USA; [Hammond-Sowah, Deborah] Kumasi Hive, Kumasi, Ghana',\n",
       " '[Ciftci, Ayse] Mus Alparslan Univ, Dept Math & Sci Educ, Mus, Turkey; [Topcu, Mustafa Sami] Yildiz Tech Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Foulk, Jaimie A.] Univ Missouri, Dept Learning Teaching & Curriculum, Columbia, MO USA',\n",
       " '[Watson, Sandy; Williams-Duncan, Omah M.; Peters, Michelle L.] Univ Houston Clear Lake, Houston, TX 77058 USA',\n",
       " '[Roller, Sarah A.; Lampley, Sandra A.; Dillihunt, Monica L.] Univ Alabama, Dept Curriculum & Instruct, Huntsville, AL 35899 USA; [Benfield, Michael P. J.; Turner, Matthew W.; Davis, Andrew M.] Univ Alabama, Syst Management & Prod Ctr, Huntsville, AL 35899 USA; [Gholston, Sampson E.] Univ Alabama, Dept Ind & Syst Engn & Engn Management, Huntsville, AL 35899 USA',\n",
       " '[Keratithamkul, Khomson; Kim, Justine N.; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA',\n",
       " '[Hennessy Elliott, Colin] NYU, Teaching & Learning, New York, NY USA',\n",
       " '[Eisenhart, Margaret] Univ Colorado, Sch Educ, POB 4615, Boulder, CO 80306 USA; [Allen, Carrie D.] Univ North Texas, Dept Educ Psychol, 1155 Union Circle 311335, Denton, TX 76203 USA',\n",
       " '[Gao, Fei] Bowling Green State Univ, 260 Technol Bldg, Bowling Green, OH 43403 USA; [Li, Lan] Bowling Green State Univ, 521 Educ Bldg, Bowling Green, OH 43403 USA; [Sun, Yanyan] East China Normal Univ, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China',\n",
       " '[So, Wing Mui Winnie] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [He, Qianwen; Chen, Yu; Chow, Cheuk Fai] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Cheuk Fai] Educ Univ Hong Kong, Knowledge Transfer Sub Off, Hong Kong, Peoples R China',\n",
       " '[Bain, Kinsey; Bergeron, Paul; Nelson, Paul C.; Posey, Lynmarie A.; Cooper, Melanie M.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Bender, Lydia; Laverty, James T.] Kansas State Univ, Dept Phys, Cardwell Hall, Manhattan, KS 66506 USA; [Bergeron, Paul; Caballero, Marcos D.; Tessmer, Stuart H.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48824 USA; [Caballero, Marcos D.; Ebert-May, Diane; Posey, Lynmarie A.; Urban-Lurain, Mark; Cooper, Melanie M.] Michigan State Univ, Create Stem Inst, E Lansing, MI 48824 USA; [Caballero, Marcos D.] Univ Oslo, Dept Phys, Oslo, Norway; [Caballero, Marcos D.] Univ Oslo, Ctr Comp Sci Educ, Oslo, Norway; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, Dept Chem & Biochem, Miami, FL 33199 USA; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Duffy, Erin M.] Western Washington Univ, Dept Chem & Sci Math & Technol Educ, Bellingham, WA 98225 USA; [Ebert-May, Diane] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA; [Fata-Hartley, Cori L.] Michigan State Univ, Coll Nat Sci, E Lansing, MI 48824 USA; [Herrington, Deborah G.] Grand Valley State Univ, Dept Chem, Allendale, MI 49401 USA; [Matz, Rebecca L.] Michigan State Univ, Hub Innovat Learning & Technol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stowe, Ryan L.] Univ Wisconsin, Dept Chem, 1101 Univ Ave, Madison, WI 53706 USA; [Sweeder, Ryan D.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA',\n",
       " '[Smyrnaiou, Zacharoula; Georgakopoulou, Eleni] Natl & Kapodistrian Univ Athens NKUA, Sch Philosophy, Dept Educ Studies, Univ Campus, Ilissia 15784, Greece; [Sotiriou, Sofoklis] Ellinogermaniki Agogi, Res & Dev Dept, Dimitriou Panagea Str, Pallini 15351, Attica, Greece',\n",
       " '[McComas, William F.] Univ Arkansas, Coll Educ & Hlth Profess, 310 Peabody Hall, Fayetteville, AR 72703 USA; [Burgin, Stephen R.] Univ Arkansas, Coll Educ & Hlth Profess, 312 Peabody Hall, Fayetteville, AR 72703 USA',\n",
       " '[Chiang, Feng-Kuang; Liu, Yan-qiu; Feng, Xiran; Zhuang, Yaoxian; Sun, Yulong] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Chiang, Feng-Kuang] MIT, RELATE Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " '[Smith, David H.; Hao, Qiang; Tsikerdekis, Michail; Martin, Lilu; Tresham, Nathan] Western Washington Univ, 516 High St, Bellingham, WA 98225 USA; [Dennen, Vanessa] Florida State Univ, Tallahassee, FL 32306 USA; [Barnes, Bradly] Univ Georgia, Athens, GA 30602 USA',\n",
       " '[Wilson, Kimberley] Australian Catholic Univ Brisbane, Fac Educ & Arts, Sch Educ, 1100 Nudgee Rd, Banyo, Qld 4014, Australia',\n",
       " '[Gao, Xiaoyi; Li, Peishan; Sun, Huifang] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Shen, Ji] Univ Miami, Dept Teaching & Learning, Sch Educ & Human Dev, Coral Gables, FL 33124 USA',\n",
       " '[Smolinsky, Lawrence] Louisiana State Univ, Dept Math, Baton Rouge, LA 70803 USA; [Olafsson, Gestur] Louisiana State Univ, Dept Math, Math, Baton Rouge, LA 70803 USA; [Marx, Brian D.; Ma, Yanxia A.] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA',\n",
       " '[Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Delahunty, Thomas] Univ Nebraska, Coll Engn, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Lynch, Raymond] Univ Limerick, Sch Educ, Limerick, Ireland',\n",
       " '[Li, Kam-Cheong; Wong, Billy Tak-Ming] Open Univ Hong Kong, Inst Res Open & Innovat Educ, Kowloon, Hong Kong, Peoples R China',\n",
       " '[Johns, Carolyn] Ohio State Univ, Dept Math, 231 W 18th Ave, Columbus, OH 43210 USA',\n",
       " '[Ortiz-Revilla, Jairo; Greca, Ileana M.] Univ Burgos, Fac Educ, Dept Didact Especif, C Villadiego 1, Burgos 09001, Spain; [Aduriz-Bravo, Agustin] Univ Buenos Aires, Fac Ciencias Exactas & Nat, Inst CeFIEC, 2 Piso,Pabellon 2,Ciudad Univ, Buenos Aires, DF, Argentina',\n",
       " '[Huang, Fenxia] Fujian Normal Univ, Fac Educ, Fuzhou, Peoples R China',\n",
       " '[Watanabe, Wataru; Maruyama, Ryoji] Ritsumeikan Univ, Coll Sci & Engn, Dept Elect & Elect Engn, 1-1-1 Nojihigashi, Kusatsu, Shiga 5258577, Japan; [Arimoto, Hidenobu] Natl Inst Adv Ind Sci & Technol, Sensing Syst Res Ctr, AIST Tsukuba Cent 5,1-1-1 Higashi, Tsukuba, Ibaraki 3058565, Japan; [Tamada, Yosuke] Utsunomiya Univ, Sch Engn, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan; [Tamada, Yosuke] Utsunomiya Univ, Ctr Opt Res & Educ CORE, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan',\n",
       " '[Gafuanov, Yaroslav Yu; Podnebesova, Galina B.] South Ural State Humanitarian Pedag Univ, Chelyabinsk, Russia',\n",
       " '[Boytchev, Pavel] Sofia Univ, Fac Math & Informat, Sofia 1164, Bulgaria; [Boytcheva, Svetla] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria; [Boytchev, Pavel] FMI KIT, 5 James Bourchier Blvd, Sofia 1164, Bulgaria',\n",
       " '[Reeves, Philip M.] Johns Hopkins Univ, Baltimore, MD 21205 USA; [Bobrownicki, Aiyana] Yale Univ, Poorvu Ctr Teaching & Learning, New Haven, CT 06511 USA; [Bauer, Melanie; Graham, Mark J.] Yale Univ, STEM Program Evaluat & Res Lab STEM PERU, Dept Ecol & Evolutionary Biol, New Haven, CT 06511 USA',\n",
       " '[Demirbag, Cansu; Arikan, Serkan; Mugaloglu, Ebru Zeynep] Bogazici Univ, Fac Educ, Istanbul, Turkey',\n",
       " '[Zhuang, Tengteng; Cheung, Alan C. K.] Chinese Univ Hong Kong, Dept Educ Adm & Policy, Hong Kong, Peoples R China; [Tam, Winnie] Chinese Univ Hong Kong, Ctr Univ Sch Partnership, Hong Kong, Peoples R China',\n",
       " '[Macalalag, Jr Augusto Z.; Johnson, Joseph; Lai, Michelle] Arcadia Univ, Sch Educ, 450 S Easton Rd, Glenside, PA 19038 USA',\n",
       " '[Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Lachney, Michael] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Babbitt, William; Davis, James] Rensselaer Polytech Inst, Dept Sci & Technol Studies, Troy, NY 12181 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Reinhardt, Martin] Northern Michigan Univ, Ctr Nat Amer Studies, Marquette, MI USA',\n",
       " '[Jones, Rebecca M.] George Mason Univ, Dept Chem & Biochem, Fairfax, VA 22030 USA; [Cleaver, Rachel] George Mason Univ, Off Admiss, Fairfax, VA 22030 USA',\n",
       " '[Manuel Bautista-Vallejo, Jose] Univ Huelva, Dept Pedag, Huelva, Spain; [Manuel Hernandez-Carrera, Rafael] Univ Int Rioja, Dept Didact & Org Escolar, Logrono, Spain',\n",
       " '[Koyunlu Unlu, Zeynep] Bozok Univ, Div Classroom Instruct Educ, Yozgat, Turkey; [Dokme, Ilbilge] Gazi Univ, Dept Math & Sci Educ, Ankara, Turkey',\n",
       " '[St James, Andrew R.] Cornell Univ, Dept Microbiol, Ithaca, NY 14853 USA; [Campbell, Darlene] Cornell Univ, Off Undergrad Biol, Ithaca, NY 14853 USA',\n",
       " '[Bustamante, Andres S.] Univ Calif Irvine, Sch Educ, 3363 Educ Bldg, Irvine, CA 92617 USA; [Schlesinger, Molly; Evans, Natalie; Hirsh-Pasek, Kathy] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Begolli, Kreshnik Nasi] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA; [Golinkoff, Roberta M.] Univ Delaware, Sch Educ, Newark, DE 19716 USA; [Shahidi, Nabil] Onno Architects, Dhaka, Bangladesh; [Zonji, Shekufeh] Early Childhood Dev Act Network, Washington, DC USA; [Riesen, Cristina] We Are Play Lab Fdn, Zurich, Switzerland',\n",
       " '[Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Res Ctr Smart Learning, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien] Natl Yunlin Univ Sci & Technol, Coll Future, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Dept Appl Foreign Languages, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan',\n",
       " '[Quinn, Candice M.] Middle Tennessee State Univ, Dept Math, Murfreesboro, TN 37130 USA; [Reid, Joshua W.; Gardner, Grant E.] Middle Tennessee State Univ, Dept Biol, Murfreesboro, TN 37130 USA',\n",
       " '[Ozkan, Gulbin; Umdu Topsakal, Unsal] Yildiz Tech Univ, Math & Sci Educ, Istanbul, Turkey',\n",
       " '[Pleasants, Jacob] Keene State Coll, 378 Putnam Sci Ctr, Keene, NH 03435 USA',\n",
       " '[Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain',\n",
       " '[Lee, Okhee] NYU, 239 Greene St,Room 620, New York, NY 10031 USA; [Stephens, Amy] Natl Acad Sci Engn & Med, Washington, DC USA',\n",
       " '[Sabbah, Soryna; Heyd-Metzuyanim, Einat] Technion Israel Inst Technol, Fac Educ Sci & Technol, Haifa, Israel',\n",
       " '[Hacioglu, Yasemin; Donmez Usta, Necla] Giresun Univ, Fac Educ, TR-28200 Giresun, Turkey',\n",
       " '[Barnard, Marie; Sparkmon, Wesley] Univ Mississippi, Dept Pharm Adm, 234 Faser Hall, University, MS 38677 USA; [Dehon, Erin; Compretta, Caroline; Notebaert, Andrew; Stray, Stephen; Taylor, Juanyce; Sullivan, Donna; Rockhold, Robin] Univ Mississippi, Med Ctr, Jackson, MS 39216 USA; [Meyer, Edgar] Univ Arkansas Med Sci, Little Rock, AR 72205 USA',\n",
       " '[Barlow, Allyson] Univ Nevada Reno, Sch Chem & Mat Engn, 1664 N Virginia St M, Reno, NV 89557 USA; [Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA; [Lutz, Benjamin] Calif Polytech State Univ San Luis Obispo, 1 Grand Ave,Bldg 13-221, San Luis Obispo, CA 93407 USA; [Pitterson, Nicole] Dept Engn Educ, 369 Goodwin Hall,635 Prices Fork Rd, Blacksburg, VA USA; [Hunsu, Nathaniel] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Adesope, Olusola] Washington State Univ, Coll Educ, Dept Kinesiol & Educ Psychol, Room 356,Cleveland Hall, Pullman, WA 99164 USA',\n",
       " '[Knekta, Eva] Umea Univ, Dept Sci & Math Educ, S-90187 Umea, Sweden; [Knekta, Eva; Eddy, Sarah] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Rowland, Ashley A.; Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA',\n",
       " '[Chen, Chia-Chen; Huang, Po-Hao] Natl Chung Hsing Univ, Management Informat Syst, Taichung, Taiwan',\n",
       " '[Quigley, Cassie F.] Univ Pittsburgh, 5517 WW Posvar Hall, Pittsburgh, PA 15231 USA; [Herro, Dani] Clemson Univ, Digital Media & Learning, Clemson, SC 29631 USA; [King, Elizabeth] Univ Wisconsin, Educ Fdn, Whitewater, WI 53190 USA; [Plank, Holly] Univ Pittsburgh, Learning Sci & Policy, Pittsburgh, PA USA',\n",
       " '[Schwortz, Andria C.; Burrows, Andrea C.] Univ Wyoming, Secondary Educ, Laramie, WY USA; [Schwortz, Andria C.] Univ Wyoming Nat Sci, Quinsigamond Community Coll, Phys & Astron, 670 W Boylston St,Box 224, Worcester, MA 01606 USA',\n",
       " '[Nguyen, Hien D.] Univ Informat Technol, Ho Chi Minh City, Vietnam; [Nguyen, Hien D.] Vietnam Natl Univ, Ho Chi Minh City, Vietnam; [Do, Nhon, V] Ho Chi Minh City Open Univ, Ho Chi Minh City, Vietnam; [Tran, Nha P.] Univ Transport & Commun, Campus Ho Chi Minh City, Hanoi, Vietnam; [Xuan Hau Pham] Quang Binh Univ, Dong Hoi City, Quang Binh, Vietnam; [Pham, Vuong T.] Sai Gon Univ, Ho Chi Minh City, Vietnam',\n",
       " '[Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Fennell, Hayden W.] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA; [Magana, Alejandra J.] Purdue Univ, Comp & Informat Technol & Engn Educ, W Lafayette, IN 47906 USA',\n",
       " '[Takeuchi, Miwa A.; Sengupta, Pratim; Shanahan, Marie-Claire; Adams, Jennifer D.; Hachem, Maryam] Univ Calgary, Werklund Sch Educ, Educ Studies Learning Sci, Calgary, AB, Canada',\n",
       " '[Clements, Douglas H.; Sarama, Julie] Univ Denver, Marsico Inst, Denver, CO USA; [Vinh, Megan; Lim, Chih-Ing] Univ N Carolina, Frank Porter Graham Child Dev Inst, Chapel Hill, NC 27515 USA',\n",
       " '[Moen, Katherine C.; Beck, Melissa R.; Saltzmann, Stephanie M.; Cowan, Tovah M.; Burleigh, Lauryn M.; Cohen, Alex S.; Greening, Steven G.] Louisiana State Univ, Dept Psychol, 236 Audubon Hall, Baton Rouge, LA 70803 USA; [Moen, Katherine C.] Univ Nebraska, Dept Psychol, Kearney, NE USA; [Butler, Leslie G.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Ramanujam, Jagannathan] Louisiana State Univ, Ctr Computat & Technol, Baton Rouge, LA 70803 USA',\n",
       " '[Sondergeld, Toni A.] Drexel Univ, Sch Educ, 3401 Market St,3rd Floor, Philadelphia, PA 19104 USA',\n",
       " '[Nallapothula, Dhiraj; Han, Selina; Herrera, Carlos; Maloy, Jeffrey] Univ Calif Los Angeles, Dept Life Sci Core Educ, Los Angeles, CA 90095 USA; [Lozano, Jennifer Berdan; Sayson, Hannah Whang; Levis-Fitzgerald, Marc] Univ Calif Los Angeles, Ctr Adv Teaching, Ctr Educ Assessment, Los Angeles, CA 90095 USA',\n",
       " '[Alomari, Hakam W.; Ramasamy, Vijayalakshmi; Kiper, James D.] Miami Univ, Dept Comp Sci & Software Engn, Oxford, OH 45056 USA; [Potvin, Geoff] Florida Int Univ, Dept Phys, Miami, FL 33199 USA',\n",
       " '[Kim, Ji-Yun; Lee, Tae-Wuk] Korea Natl Univ Educ, Dept Comp Educ, Cheongju 28173, South Korea; [Chung, Hyunsong] Korea Natl Univ Educ, Dept English Educ, Cheongju 28173, South Korea; [Jung, Eun Young] Korea Natl Univ Educ, Dept Art Educ, Cheongju 28173, South Korea; [Kim, Jin-Ok] Gwangju Woulsan Elementary Sch, Gwangju 61630, South Korea',\n",
       " '[Bramstedt, Karina] Luxembourg Agcy Res Integr LARI 6, Luxembourg, Luxembourg; [Bramstedt, Karina] Bond Univ, Fac Med & Hlth Sci, Robina, Qld, Australia',\n",
       " '[Henriksen, Danah] Arizona State Univ, Div Educ Leadership & Innovat, POB 37100,Mail Code 3151, Phoenix, AZ 85069 USA; [Mishra, Punya] Arizona State Univ, Mary Lou Fulton Teachers Coll, Farmer Educ Bldg,Suite 402,1050 S Forest Mall, Tempe, AZ 85287 USA',\n",
       " '[Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, Ho Chi Minh City, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, Hanoi, Vietnam; [Le Huy Hoang] Hanoi Natl Univ Educ, Fac Technol Educ, Hanoi, Vietnam; [Nguyen Duy Hai] Hanoi Natl Univ Educ, IT Ctr, Hanoi, Vietnam; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi, Vietnam',\n",
       " '[Woods, Stacey] Boise State Univ, Boise, ID 83725 USA; [Hsu, Yu-Chang] Boise State Univ, Dept Educ Technol, 1910 Univ Dr,MS 1747, Boise, ID 83725 USA',\n",
       " '[Wieselmann, Jeanna R.] Southern Methodist Univ, Caruth Inst Engn Educ, Dallas, TX 75275 USA; [Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, St Paul, MN 55108 USA; [Kim, Justine N.] Meadow Lake Elementary Sch, New Hope, MN USA',\n",
       " '[Bernacki, Matthew L.] Univ N Carolina, Sch Educ, CB3500 Peabody Hall 113, Chapel Hill, NC 27599 USA; [Vosicka, Lucie] Univ Nevada, Dept Educ Psychol & Higher Educ, Las Vegas, NV 89154 USA; [Utz, Jenifer C.] Univ Nevada, Sch Life Sci, Las Vegas, NV 89154 USA',\n",
       " '[Eadkong, Thammarong; Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Sch Sci, Nakhon Si Thammarat 80160, Thailand; [Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Res Grp Appl Computat & Theoret Sci ACTS, Thasala 80160, Nakhon Si Thamm, Thailand; [Channuie, Phongpichit] Walailak Univ, Coll Grad Studies, Thasala 80160, Nakhon Si Thamm, Thailand',\n",
       " '[Lin, Yu-Tzu; Hsieh, Hsin-Ling] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Inst Res Excellence Learning Sci, Taipei 10610, Taiwan; [Yeh, Martin K-C] Penn State Univ Brandywine, Informat Sci & Technol, Media, PA USA',\n",
       " '[Barlow, Allyson; Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA',\n",
       " '[Li, Yeping; Xiao, Yu; Nite, Sandra B.] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA',\n",
       " '[Atit, Kinnari] Univ Calif Riverside, Grad Sch Educ, 1207 Sproul Hall, Riverside, CA 92521 USA; [Uttal, David H.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA; [Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Chicago, IL USA',\n",
       " '[Denton, Maya; Boklage, Audrey] Univ Texas Austin, Ctr Engn Educ, 2501 Speedway, Austin, TX 78712 USA; [Borrego, Maura] Univ Texas Austin, Ctr Engn Educ, 204 E Dean Keeton St, Austin, TX 78712 USA',\n",
       " '[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Kowloon, Tong Campus, Hong Kong, Peoples R China',\n",
       " '[King, K. D.; Ochsendorf, R. J.; Solomon, G. E. A.; Sloane, F. C.] Natl Sci Fdn, Alexandria, VA 22314 USA',\n",
       " '[Reynante, Brandon M.; Selbach-Allen, Megan E.; Pimentel, Daniel R.] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " '[Hill, Lucas B.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53706 USA',\n",
       " '[Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Astana, Kazakhstan; [Kuzhabekova, Aliya] Carleton Univ, Ctr Res & Educ Women & Work, Ottawa, ON, Canada',\n",
       " '[Choo, Sam; Park, Sunhi; Nelson, Nancy J.] Univ Oregon, Eugene, OR 97403 USA',\n",
       " '[Watson, Jane; Fitzallen, Noleine; Wright, Suzie] Univ Tasmania, Sch Educ, Hobart, Tas, Australia; [English, Lyn] Queensland Univ Technol, Fac Educ, Kelvin Grove, Australia',\n",
       " '[Jones, Shannon] Univ Richmond, Richmond, VA 23173 USA',\n",
       " '[Lansiquot, Reneta] CUNY, New York City Coll Technol, New York, NY 10021 USA',\n",
       " '[Zhu, Meina] Wayne State Univ, Detroit, MI 48202 USA',\n",
       " '[Hollett, Ty] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16801 USA; [Vivoni, Francisco] Worcester State Univ, Dept Sociol, Worcester, MA USA',\n",
       " '[Mateos-Nunez, Milagros; Martinez-Borreguero, Guadalupe; Luis Naranjo-Correa, Francisco] Univ Extremadura, Dept Sci Teaching, Badajoz 06006, Spain',\n",
       " '[Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria] European Univ Cyprus, Dept Educ Sci, CY-1516 Nicosia, Cyprus; [Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria; Katzis, Konstantinos] Ctr Excellence Risk & Decis Sci CERIDES, ICT Enhanced Educ Lab, CY-2404 Nicosia, Cyprus; [Katzis, Konstantinos] European Univ Cyprus, Comp Sci & Engn, CY-1516 Nicosia, Cyprus',\n",
       " '[Petrov, Plamen D.; Atanasova, Tatiana V.] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria',\n",
       " '[Xu, Meidan; Gu, Jianjun] Nanjing Normal Univ, Sch Educ Sci, 122 Ninghai Rd, Nanjing, Jiangsu, Peoples R China; [Williams, P. John] Curtin Univ, Perth, WA, Australia; [Zhang, Hang] State Grid, Taizhou Power Supply Co, Taizhou, Peoples R China',\n",
       " '[Murphy, Steve] Charles Sturt Univ, Wagga Wagga, NSW, Australia',\n",
       " '[Neumann, Irene] Leuphana Univ Luneburg, Fac Educ, Univ Sallee 1, D-21335 Luneburg, Germany; [Deeken, Christoph; Neumann, Irene; Heinze, Aiso] IPN Leibniz Inst Sci & Math Educ, Olshausenstr 62, D-24118 Kiel, Germany',\n",
       " '[Chirikov, Igor] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Chirikov, Igor; Semenova, Tatiana; Maloshonok, Natalia] Natl Res Univ Higher Sch Econ, Moscow, Russia; [Bettinger, Eric] Stanford Univ, Stanford, CA 94305 USA; [Kizilcec, Rene F.] Cornell Univ, Ithaca, NY USA',\n",
       " '[McNamara, Jade] Univ Maine, Sch Food & Agr, Orono, ME 04469 USA; [Sweetman, Sara] Univ Rhode Isl, Sch Educ, Kingston, RI 02881 USA; [Connors, Priscilla] Univ Northern Texas, Coll Merchandizing Hospitality & Tourism, Denton, TX USA; [Lofgren, Ingrid; Greene, Geoffrey] Univ Rhode Isl, Dept Nutr & Food Sci, Kingston, RI 02881 USA; [McNamara, Jade] Univ Rhode Isl, Kingston, RI 02881 USA',\n",
       " '[Gdansky, Nikolay Ivanovich; Budnik, Alexander Alekseevich; Sokolov, Igor Vladimirovich] First Cossack Univ, KG Razumovcky Moscow State Univ Technol & Managem, Moscow, Russia; [Kulikova, Natalia Lvovna] Fed State Budget Educ Inst Higher Educ, Krasnoyarsk, Russia',\n",
       " '[Gleason, Daniel W.] Maine East High Sch, English Dept, Park Ridge, IL 60068 USA',\n",
       " '[Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didcict Ciencias Expt & Matemat, Avd Univ S-N, Caceres 10004, Spain',\n",
       " '[Hanson, Sandra L.] Catholic Univ, Dept Sociol, 620 Michigan Ave NE, Washington, DC 20064 USA; [Krywult-Albanska, Malgorzata] Pedag Univ Cracow, Inst Philosophy & Sociol, Dept Methodol Social Sci, Krakow, Poland',\n",
       " '[Chen, Ya-Ling; Huang, Lee-Feng] Natl Pingtung Univ, Dept Early Childhood Educ, 4-18 Minshung Rd, Pingutng 900, Taiwan; [Wu, Pei-Chen] Natl Pingtung Univ, Dept Educ Psychol & Counseling, 4-18 Minshung Rd, Pingutng 900, Taiwan',\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, Mus, Turkey',\n",
       " '[Falloon, Garry; Bower, Matt; Forbes, Anne; Stevenson, Michael] Macquarie Univ, Macquarie Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Fac Educ, Melbourne, Vic, Australia',\n",
       " '[Cheng, Yin Cheong] Educ Univ Hong Kong, Tai Po, Dept Educ Policy & Leadership, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Jones, Derek; Lotz, Nicole; Holden, Georgy] Open Univ, Fac STEM, Sch Engn & Innovat, Walton Hall, Milton Keynes MK7 6AA, Bucks, England',\n",
       " '[Fung, Chak-Him] Educ Univ Hong Kong, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " '[Faulconer, E. K.; Wood, B.; Griffith, J. C.] Embry Riddle Aeronaut Univ, STEM Educ Dept, Worldwide Campus,1 Aerosp Blvd, Daytona Beach, FL 32114 USA',\n",
       " '[Shively, Kate; Hitchens, Carolyn; Hitchens, Nathan] Ball State Univ, Muncie, IN 47306 USA',\n",
       " '[Lopez Simo, Victor; Couso Lagaron, Digna; Simarro Rodriguez, Cristina] Univ Autonoma Barcelona, CRECIM, Barcelona, Spain',\n",
       " '[Li, Yeping; Xiao, Yu] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA',\n",
       " '[Zakariya, Yusuf F.] Univ Agder, Dept Math Sci, Kristiansand, Norway',\n",
       " '[Emembolu, Itoro; Padwick, Annie; Shimwell, Joe; Sanderson, Jonathan; Davenport, Carol; Strachan, Rebecca] Univ Northumbria Newcastle, Fac Engn & Environm, Newcastle Upon Tyne, Tyne & Wear, England',\n",
       " '[Yata, Chikahiko] Hiroshima Univ, Dept Technol & Informat Educ, Grad Sch Educ, 1-1,Kagamiyama 1 Chome, Higashihiroshima, Japan; [Ohtani, Tadashi] Tokyo Gakugei Univ, Dept Technol Educ, Grad Sch Educ, 4-1-1 Nukuikita Machi, Koganei, Tokyo, Japan; [Isobe, Masataka] Aichi Univ Educ, Dept Technol Educ, 1 Hirosawa,Igaya Cho, Kariya, Aichi, Japan',\n",
       " '[Strawhacker, Amanda; Bers, Marina] Tufts Univ, Dept Child Study & Human Dev, 105 Coll Ave, Medford, MA 02155 USA; [Verish, Clarissa; Shaer, Orit] Human Comp Interact Lab, Dept Comp Sci, 106 Cent St, Wellesley, MA 02481 USA',\n",
       " '[Mohammadi, Arefeh] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24060 USA; [Grosskopf, Kevin] Univ Nebraska, Durham Sch Architectural Engn & Construct, Lincoln, NE 68588 USA; [Killingsworth, John] Colorado State Univ, Coll Hlth & Human Sci, Ft Collins, CO 80523 USA',\n",
       " '[Peters-Burton, Erin] George Mason Univ, Coll Educ & Human Dev, 4400 Univ Dr,MSN 4B3, Fairfax, VA 22030 USA',\n",
       " '[Fan, Jing-Yun] Tainan Univ Technol, Dept Fash Design, Tainan, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan',\n",
       " '[McKay, Byron] TEECA, Technol & Engn Educ Program, Reston, VA 20191 USA; [McKay, Byron] TEECA, Student Grp, Reston, VA 20191 USA',\n",
       " '[Hansen, A. K.; Lent, D. D.; Muller, U. K.; Muller, Ulrike] Calif State Univ Fresno, Fresno, CA 93740 USA',\n",
       " '[Nepeina, Kseniia] RAS, RS, Bishkek 49, Bishkek 720049, Kyrgyzstan; [Istomina, Natalia; Bykova, Olga] Moscow State Univ Geodesy & Cartog MIIGAiK, Gorokhovsky Pereulok 4, Moscow 105064, Russia',\n",
       " '[Conradty, Catherine; Bogner, Franz X.] Univ Bayreuth, Fac 2, Ctr Math & Sci Educ Z MNU, Dept Biol, D-95447 Bayreuth, Germany; [Sotiriou, Sofoklis A.] Ellinogermaniki Agogi, R&D Dept, Pallini 15351, Greece',\n",
       " '[Abdukhakimova, Diyora; Xie, Yingqiu] Nazarbayev Univ Sch Sci & Humanities, Dept Biol, Astana, Kazakhstan',\n",
       " '[Parker, Philip D.; Van Zanden, Brooke; Marsh, Herb W.; Duineveld, Jasper J.; Noetel, Michael] Australian Catholic Univ, Inst Posit Psychol & Educ, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, SPRINTER Res Grp, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, Prevent Res Collaborat, Sydney, NSW, Australia',\n",
       " '[Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Heping East Rd Sect 1, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan',\n",
       " '[Fadzli, Sazrol; Yahaya, Jamaiah; Hamdan, Abdul Razak] Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Bangi, Selangor, Malaysia; [Deraman, Aziz] Univ Malaysia Terengganu, Sch Informat & Appl Math, Kuala Terengganu, Terengganu, Malaysia; [Halim, Lilia] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Yahaya, Noor Zaitun; Zahari, Mohamed Shahrir Mohamed] Univ Malaysia Terengganu, Sch Ocean Engn, Kuala Terengganu, Malaysia; [Rais, Izhar Abadi Ibrahim] Mineral Res Ctr, Dept Mineral & Geosci, Ipoh, Perak, Malaysia',\n",
       " '[Halpin, Patricia A.] Univ New Hampshire Manchester, Dept Life Sci, 88 Commercial St, Manchester, NH 03101 USA; [Donahue, Ann E.] Univ New Hampshire Manchester, Manchester, NH 03101 USA; [Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA; [Johnson, Kathryn M. S.] Trail Build LLC, East Troy, WI USA',\n",
       " '[Fendos, Justin] Dongseo Univ, Global Biotechnol, Busan, South Korea',\n",
       " '[Tubb, Adeline L.] UCL, Fac Engn Sci, London, England; [Cropley, David H.; Marrone, Rebecca L.] Univ South Australia, Sch Engn, Adelaide, SA, Australia; [Patston, Tim] Geelong Grammar Sch, Ctr Creat Educ, Geelong, Vic, Australia; [Kaufman, James C.] Univ Connecticut, Neag Sch Educ, Storrs, CT USA',\n",
       " '[Lee, Ning Yuan; Tucker-Kellogg, Greg] Natl Univ Singapore, Computat Biol Programme, Singapore, Singapore; [Lee, Ning Yuan] Natl Univ Singapore, Univ Scholars Programme, Singapore, Singapore; [Tucker-Kellogg, Greg] Natl Univ Singapore, Dept Biol Sci, Singapore, Singapore',\n",
       " '[Lysenko, Tetiana] Washington Univ, Dept Educ, 1 Brookings Dr, St Louis, MO 63130 USA; [Wang, Qingfang] Univ Calif Riverside, Sch Publ Policy, Riverside, CA 92521 USA',\n",
       " '[Kwok, M.; Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Teaching Learning & Culture, College Stn, TX 77843 USA; [Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA; [Lincoln, Y. S.] Texas A&M Univ, Educ Adm & Human Resources, College Stn, TX 77843 USA',\n",
       " '[Altan, Esra Bozkurt] Sinop Univ, Sci & Math Educ Dept, Sinop, Turkey; [Tan, Sema] Sinop Univ, Coll Educ, Special Educ Dept, Sinop, Turkey',\n",
       " '[Tannock, Stuart] UCL, UCL Inst Educ, London WC1H 0AL, England',\n",
       " '[Sirakaya, Mustafa; Sirakaya, Didem Alsancak] Kirsehir Ahi Evran Univ, Dept Comp Technol, Kirsehir, Turkey',\n",
       " '[Arastoopour Irgens, Golnaz] Clemson Univ, Clemson, SC 29634 USA; [Dabholkar, Sugat; Bain, Connor; Woods, Philip; Hall, Kevin; Swanson, Hillary; Horn, Michael; Wilensky, Uri] Northwestern Univ, Evanston, IL USA',\n",
       " '[Borda, Emily; Schumacher, Emily; Hanley, Daniel; Geary, Edward; Warren, Shannon; Ipsen, Cassidy; Stredicke, Lauren] Western Washington Univ, 516 High St MS 9155, Bellingham, WA 98225 USA',\n",
       " '[Robertson, Amy D.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Atkins Elliott, Leslie J.] Boise State Univ, Dept Curriculum Instruct & Fdn Studies, Boise, ID 83725 USA',\n",
       " '[Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Human Comp Interact Inst, 5000 Forbes Ave, Pittsburgh, PA 15213 USA; [Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Dept Psychol, 5000 Forbes Ave, Pittsburgh, PA 15213 USA',\n",
       " '[Nguyen Thi To Khuyen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi 10000, Vietnam; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing 100875, Peoples R China',\n",
       " '[Johnson, Angela] St Marys Coll Maryland, Educ Studies Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Biol Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Ctr Inclus Teaching & Learning, St Marys City, MD 20686 USA',\n",
       " '[Moore, Michael E.] Univ Nebraska, Dept Biochem, Lincoln, NE 68588 USA; [Vega, Dulce M.] St Louis Univ, Dept Psychol, St Louis, MO 63108 USA; [Wiens, Katie M.] Bay Path Univ, Dept Sci, Longmeadow, MA 01106 USA; [Caporale, Natalia] Univ Calif Davis, Dept Neurobiol Physiol & Behav, 1 Shields Ave, Davis, CA 95616 USA',\n",
       " '[Cipollone, Kristin] Ball State Univ, Curriculum & Instruct Elementary Educ, Muncie, IN 47306 USA; [Stich, Amy E.] Univ Georgia, Inst Higher Educ, Higher Educ, Athens, GA 30602 USA; [Weis, Lois] Univ Buffalo State Univ New York, Buffalo, NY USA',\n",
       " '[Kim, Yuran; Jeon, Jaedon] Kyungpook Natl Univ, Grad Sch, Dept Sci Educ, Daegu 41566, South Korea; [Eom, Jooyoung; Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu 41566, South Korea',\n",
       " '[Spyropoulou, Natalia; Glaroudis, Dimitrios; Lossifides, Athanasios; Zaharakis, Ioannis D.] Comp Technol Inst & Press CTI Diophantus, Patras, Greece',\n",
       " '[John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Atayero, Aderemi A.] Covenant Univ, Dept Elect & Informat Engn, Ota, Ogun State, Nigeria; [Omole, David O.] Covenant Univ, Dept Civil Engn, Ota, Ogun State, Nigeria; [Odukoya, Jonathan A.] Covenant Univ, Dept Psychol, Ota, Ogun State, Nigeria; [Ajayi, Priscilla O.; Aboyade, Mary] Covenant Univ, Ctr Syst & Informat Serv, Ota, Ogun State, Nigeria; [John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Omole, David O.; Odukoya, Jonathan A.; Ajayi, Priscilla O.; Aboyade, Mary; Atayero, Aderemi A.] Covenant Univ, Covenant Univ Data Analyt Cluster, Ota, Ogun State, Nigeria',\n",
       " '[Han, Nuri; Nam, Younkyeong] Pusan Natl Univ, Dept Earth Sci Educ, Busan 46241, South Korea',\n",
       " '[Chen, Baiyun; Bastedo, Kathleen; Howard, Wendy] Univ Cent Florida, Ctr Distributed Learning, Orlando, FL 32816 USA',\n",
       " '[Djonko-Moore, Cara M.] Univ Tennessee, Dept Child & Family Studies, Early Childhood Educ, Knoxville, TN USA; [Leonard, Jacqueline; Almughyirah, Sultan M.] Univ Wyoming, Sch Teacher Educ, Math Educ, Laramie, WY 82071 USA; [Almughyirah, Sultan M.] Univ Wyoming, Curriculum & Instruct Program, Laramie, WY 82071 USA; [Holifield, Quintaniay] US Forest Serv, USDA, Baltimore, MD USA; [Bailey, Elsa B.] Elsa Bailey Consulting, San Francisco, CA USA',\n",
       " '[Smith, Caroline; Watson, Jane] Univ Tasmania, Cradle Coast Campus, Burnie, Tas 7320, Australia',\n",
       " '[Cevik, Mustafa] Karamanoglu Mehmetbey Univ, Fac Educ, Karaman, Turkey',\n",
       " '[Knipprath, Heidi] Univ Leuven, KU Leuven, Res Inst Work & Soc, HIVA, Leuven, Belgium',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Leshner, Alan I.] Amer Assoc Advancement Sci, Washington, DC 20005 USA',\n",
       " '[Cadaret, Caitlin N.; Yates, Dustin T.] Univ Nebraska, Dept Anim Sci, Lincoln, NE USA',\n",
       " '[Kim, Nam Ju] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA; [Belland, Brian R.; Walker, Andrew E.] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA',\n",
       " '[Love, Tyler S.] Univ Maryland Eastern Shore, Thomas Briggs Arts & Tech Ctr, Suite 110,Room 122, Princess Anne, MD 21853 USA; [Wells, John G.] Virginia Tech, 317 War Mem Hall 0313, Blacksburg, VA 24060 USA',\n",
       " '[Beymer, Patrick N.; Rosenberg, Joshua M.; Schmidt, Jennifer A.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, Erickson Hall,620 Farm Lane Rm 447, E Lansing, MI 48824 USA; [Naftzger, Neil J.] Aftersch & Youth Dev Amer Inst Res, 1120 E Diehl Rd,Suite 200, Naperville, IL 60563 USA',\n",
       " '[Ballen, Cissy J.; Thompson, Seth K.; Blum, Jessamina E.; Cotner, Sehoya] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA; [Thompson, Seth K.] Univ Minnesota, Dept Water Resources, Minneapolis, MN 55455 USA; [Newstrom, Nicholas P.] Univ Minnesota, Program Human Sexual, Minneapolis, MN 55455 USA',\n",
       " '[Saw, Guan] Univ Texas San Antonio, Dept Educ Psychol, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA; [Chang, Chi-Ning] Texas A&M Univ, Dept Educ Psychol, Res Measurement & Stat Program, College Stn, TX 77843 USA',\n",
       " '[Harris, Anne; de Bruin, Leon R.] Monash Univ, Dept Educ, 29 Ancora Imparo Way, Melbourne, Vic, Australia',\n",
       " '[Lynch, Sharon J.; Ford, Michael; Han, Edmund] George Washington Univ, Dept Curriculum & Pedag, Washington, DC USA; [Burton, Erin Peters] George Mason Univ, Div Educ Psychol Res Methods & Educ Policy, Fairfax, VA 22030 USA; [Behrend, Tara] George Washington Univ, Dept Org Sci & Commun, Washington, DC USA; [House, Ann] SRI Menlo Pk, Menlo Pk, CA USA; [Spillane, Nancy] West Virginia Univ, WVUteach Program, Ctr Excellence STEM Educ, Morgantown, WV USA; [Matray, Shari] George Washington Univ, Dept Counseling & Human Dev, Washington, DC USA; [Means, Barbara] Learning Sci Res Digital Promise, Redwood City, CA USA',\n",
       " '[McNeely, Connie L.] George Mason Univ, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Publ Policy, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Ctr Sci Technol & Innovat Policy, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Ctr Educ Policy & Evaluat, Fairfax, VA 22030 USA; [Fealing, Kaye Husbands] Georgia Inst Technol, Sch Publ Policy, Atlanta, GA USA',\n",
       " '[Woodgate, Fiona] New Zealand Tertiary Coll, Auckland, New Zealand',\n",
       " '[Garibay, Juan C.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22903 USA',\n",
       " '[Fletcher, J. D.] Inst Def Anal, Sci & Technol Div, 4850 Mark Ctr Dr, Alexandria, VA 22311 USA',\n",
       " '[Auerbach, Anna Jo J.; Andrews, Tessa C.] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA',\n",
       " '[Craig, Scotty D.] Arizona State Univ, Human Syst Engn, 7271 E Sonoran Arroyo Mall,Santa Catalina Hall, Mesa, AZ 85212 USA; [Graesser, Arthur C.] Univ Memphis, Inst Intelligent Syst, Memphis, TN 38152 USA; [Perez, Ray S.] Off Naval Res, Warfighter Performance Dept, Arlington, VA 22217 USA',\n",
       " '[Holmes, Kathryn] Western Sydney Univ, Sch Educ, Sydney, NSW, Australia; [Gore, Jennifer; Smith, Max; Lloyd, Adam] Univ Newcastle, Sch Educ, Newcastle, NSW, Australia',\n",
       " '[Han, Guang; Martin, Robert A.] Iowa State Univ, Dept Agr Educ & Studies, Ames, IA 50011 USA',\n",
       " '[Jung, Sung Eun] Univ Georgia, Dept Educ Theory & Practice, Athens, GA 30602 USA; [Won, Eun-sok] Mokwon Univ, Dept Liberal Arts Educ, Daejeon 35349, South Korea',\n",
       " '[Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Grp Educ & Labour Mkt, Res Inst Work & Soc HIVA, Pk Str 47 Box 5300, B-3000 Leuven, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS, Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium',\n",
       " '[Romulo, Chelsie L.] Univ Northern Colorado, Environm & Sustainabil Studies, 501 20th St, Greeley, CO 80639 USA; [Raoufi, Arzo] George Mason Univ, Dept Biol, Fairfax, VA 22030 USA; [Largen, Kim] George Mason Univ, Dept Environm Sci & Policy, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, COS High Sch Outreach & Recruitment, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, Governors Sch Innovat Pk, Dept Biol, Fairfax, VA 22030 USA',\n",
       " '[Peters-Burton, Erin] George Mason Univ, Sci Educ, Fairfax, VA 22030 USA',\n",
       " '[Delahunty, Thomas] Univ Nebraska, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Lynch, Raymond] Univ Limerick, Limerick, Ireland',\n",
       " '[Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA',\n",
       " '[Chaytor, Jennifer; Karpovich, David; Cole, Adrianne] Saginaw Valley State Univ, Saginaw, MI USA',\n",
       " '[Corbo, Joel; Quan, Gina] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Ngai, Courtney; Pilgrim, Mary] Colorado State Univ, Math, Ft Collins, CO 80523 USA; [Reinholz, Daniel] San Diego State Univ, Math, San Diego, CA 92182 USA; [Falkenberg, Karen] Colorado State Univ, Inst Learning & Teaching, Ft Collins, CO 80523 USA; [Wise, Sarah] Univ Colorado, Acad Technol Design Team, Boulder, CO 80309 USA',\n",
       " '[Kelleher, Clarice; Turnpenny, Benjamin] SUNY Binghamton, Chem, Vestal, NY 13850 USA; [Silva, Alexsandra] SUNY Binghamton, Dept Chem, Binghamton, NY USA',\n",
       " '[Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA',\n",
       " '[Robinson, Leslie; Carlson, Philip; Bishop, G. Reid] Belhaven Univ, Chem, Jackson, MS USA',\n",
       " '[Weaver, Gabriela] Univ Massachusetts, Chem, Amherst, MA 01003 USA; [Weaver, Gabriela] Univ Massachusetts, Inst Teaching Excellence & Fac Dev, Amherst, MA 01003 USA',\n",
       " '[Martin-Ramos, Pablo] Univ Zaragoza, EPS, Carretera Cuarte S-N, Huesca 22071, Spain; [Joao Lopes, Maria; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Largo, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Ramos Silva, Manuela] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal',\n",
       " '[Mullet, Dianna R.] Univ North Texas, Doctorate Educ Psychol, Denton, TX 76203 USA; [Kettler, Todd] Univ North Texas, Educ Psychol, Denton, TX 76203 USA; [Sabatini, AnneMarie] Univ North Texas, Texas Acad Math & Sci, Denton, TX 76203 USA',\n",
       " '[Persaud-Sharma, Dharam; Burns, Joseph] Florida Int Univ, Herbert Wertheim Coll Med, Miami, FL 33199 USA',\n",
       " '[Ellison, Scott] Univ Northern Iowa, Dept Educ Psychol & Fdn, McCollum Sci Hall 237, Cedar Falls, IA 50614 USA; [Allen, Ben] Oak Ridge Natl Lab, Biol & Environm Res Informat Syst, POB 2008,MS6335, Oak Ridge, TN 37831 USA',\n",
       " '[Mulligan, Joanne; Mitchelmore, Michael] Macquarie Univ, Dept Educ Studies, Sydney, NSW 2109, Australia; [Woolcott, Geoffrey] Southern Cross Univ, Sch Educ, East Lismore, NSW 2480, Australia; [Davis, Brent] Univ Calgary, Werklund Sch Educ, Calgary, AB T2N 1N4, Canada',\n",
       " '[Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada',\n",
       " '[Barak, Moshe; Assal, Muhammad] Ben Gurion Univ Negev, Dept Sci & Technol Educ, IL-84105 Beer Sheva, Israel',\n",
       " '[Vakil, Sepehr] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA',\n",
       " '[Tay, Juliana; Salazar, Alissa; Lee, Hyeseong] Purdue Univ, 100 N Univ St, W Lafayette, IN 47907 USA',\n",
       " '[Ihrig, Lori M.; Assouline, Susan G.] Univ Iowa, 600 Blank Honors Ctr, Iowa City, IA 52242 USA; [Lane, Erin] Univ Iowa, Counselor Educ & Supervis, Iowa City, IA 52242 USA; [Mahatmya, Duhita] Univ Iowa, Coll Educ, Iowa City, IA 52242 USA',\n",
       " '[Dare, Emily A.; Ellis, Joshua A.] Michigan Technol Univ, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian H.] Univ Minnesota, 1954 Buford Ave, St Paul, MN 55108 USA',\n",
       " '[Schwartz, James S. J.] Wichita State Univ, Dept Philosophy, 1845 N Fairmont, Wichita, KS 67260 USA',\n",
       " '[Howie, Peter] Nazarbayev Univ, Grad Sch Publ Policy, Econ, Astana, Kazakhstan',\n",
       " '[Hill-Cunningham, P. Renee; Mott, Michael S.; Hunt, Anna-Blair] Univ Mississippi, Sch Educ, University, MS 38677 USA',\n",
       " '[Ong, Maria; Smith, Janet M.; Ko, Lily T.] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA',\n",
       " '[Xu, Yonghong Jade] Univ Memphis, Counseling Educ Psychol & Res, Ball Hall 100, Memphis, TN 38152 USA',\n",
       " '[Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Bloustein Sch Planning 8 Publ Policy, New Brunswick, NJ 08901 USA; [Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA',\n",
       " '[Young, Jamaal] Univ North Texas, Coll Educ, Denton, TX 76203 USA; [Capraro, Mary Margaret; Capraro, Robert] Texas A&M Univ, Coll Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Cason, Marti] Texas A&M Univ, Coll Educ, Dept Teacher Educ & Adm, College Stn, TX 77843 USA',\n",
       " '[Brace, Jennifer L.; Beitel, Greg J.] Northwestern Univ, Dept Mol Biosci, Evanston, IL USA; [Baiduc, Rachael R.] Univ Colorado, Dept Speech Language & Hearing Sci, Boulder, CO 80309 USA; [Drane, Denise L.] Northwestern Univ, Searle Ctr Advancing Learning & Teaching, Evanston, IL USA; [Flores, Luke C.] Northwestern Univ, Weinberg Coll Arts & Sci, Evanston, IL USA; [Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, La Jolla, CA 92093 USA',\n",
       " '[Anisimova, Tatyana Ivanovna] Kazan Fed Univ, Yelabuga Inst, Dept Math & Appl Informat, Yelabuga, Russia; [Shatunova, Olga Vasilyevna] Kazan Fed Univ, Yelabuga Inst, Dept Educ, Yelabuga, Russia; [Sabirova, Fairuza Musovna] Kazan Fed Univ, Yelabuga Inst, Dept Phys, Yelabuga, Russia',\n",
       " '[Huet, Isabel] Kingston Univ, Ctr Higher Educ Res & Practice, Kingston Upon Thames, Surrey, England',\n",
       " '[Weiner, Steven] Arizona State Univ, Sch Future Innovat Soc, 1120 South Cady Mall, Tempe, AZ 85287 USA; [Lande, Micah; Jordan, Shawn] Arizona State Univ, Ira A Fulton Sch Engn, Polytech Sch, 7171 E Sonoran Arroyo Mall, Mesa, AZ 85212 USA',\n",
       " '[Goodnough, Karen] Mem Univ Newfoundland, Fac Educ, St John, NF A1E 3X8, Canada',\n",
       " '[Essex, Jane] Univ Strathclyde, Sch Educ, 141 St James Rd, Glasgow G4 0LT, Lanark, Scotland; [Haxton, Katherine] Univ Keele, Dept Chem, Newcastle Under Lyme, England',\n",
       " '[Fernandez-Limon, Claudia] Museo Acero Horno3, Monterrey, Mexico; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico; [Gomez Galindo, Alma Adrianna] Cinvestav Monterrey, Apodaca, Mexico',\n",
       " '[Gudino Paredes, Sandra] Tecnol Monterrey, Sch Humanities & Educ, Monterrey, NL, Mexico',\n",
       " '[Lamb, Richard; Walker, Heather; Deviller, Nicole; Hoston, Douglas] SUNY Buffalo, Dept Instruct & Learning, Buffalo, NY USA; [Annetta, Leonard] East Carolina Univ, Dept Math Sci & Instruct Technol Educ, Greenville, NC 27858 USA; [Vallett, David] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Firestone, Jonah] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA; [Schmitter-Edgecombe, Maureen] Washington State Univ, Dept Clin Psychol, Pullman, WA 99164 USA',\n",
       " '[Ridgeway, Becky; Brown, Virginia] Univ Maryland Extens, College Pk, MD 20742 USA',\n",
       " '[Tajmel, Tanja] Univ Educ Upper Austria, Linz, Austria; [Salzmann, Ingo] Concordia Univ, Dept Phys, Dept Chem & Biochem, Montreal, PQ, Canada; [Salzmann, Ingo] Humboldt Univ, Dept Phys, Berlin, Germany; [Salzmann, Ingo] Univ Tokyo, Inst Solid State Phys, Chiba, Japan',\n",
       " '[Goy, Siew Ching] Univ Malaysia, Fac Social Sci, Sarawak, Malaysia; [Wong, Yut Lin] Univ Malaya, Dept Social & Prevent Med, Kuala Lumpur, Malaysia; [Low, Wah Yun] Univ Malaya, Fac Med, Kuala Lumpur, Malaysia; [Noor, Siti Nurani Mohd; Azizan, SuzanaAriff; Hasbullah, Maisarah] Univ Malaya, Dept Sci & Technol, Fac Sci, Kuala Lumpur, Malaysia; [Fazli-Khalaf, Zahra] Int Med Univ, Div Psychol, Kuala Lumpur, Malaysia; [Onyeneho, Nkechi] Univ Nigeria, Dept Sociol & Anthropol, Nsukka, Nigeria; [Daniel, Esther] Univ Malaya, Dept Math & Sci Educ, Fac Educ, Kuala Lumpur, Malaysia; [GinikaUzoigwe, Anthonia] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Bela, Talovskaia M.] Natl Res Univ Higher Sch Econ, Inst Educ, Moscow, Russia',\n",
       " '[Beason-Abmayr, Beth] Rice Univ, Dept BioSci, MS 140,POB 1892, Houston, TX 77251 USA; [Wilson, Jennifer Shade] Rice Univ, Ctr Written Oral & Visual Commun, Houston, TX 77005 USA',\n",
       " '[Marshall, Jill A.] Univ Texas Austin, UTeach Secondary STEM Teacher Preparat Program, Austin, TX 78712 USA; [Marshall, Jill A.] Univ Texas Austin, STEM Educ Grp, Austin, TX 78712 USA; [Harron, Jason R.] Univ Texas Austin, Austin, TX 78712 USA',\n",
       " '[Sardesai, Aditya N.; Segel, Xavier M.; Baumholtz, Matthew N.; Chen, Yiheng; Sun, Ruhao; Schork, Bram W.; Buonocore, Richard; Wagner, Kyle O.; Golecki, Holly M.] Haverford Sch, 450 Lancaster Ave, Haverford, PA 19041 USA',\n",
       " '[Ring-Whalen, Elizabeth] St Catherine Univ, Dept Educ, 2004 Randolph Ave, St Paul, MN 55105 USA; [Dare, Emily] Michigan Technol Univ, Dept Cognit & Learning Sci, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian; Titu, Preethi; Crotty, Elizabeth] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave, St Paul, MN 55108 USA',\n",
       " \"[Casqueria Coelho Gabriel, Barbara Filipa; Valente, Robertt; Dias-de-Oliveira, Joao Alexandre; Santos Neto, Victor Fernando; D'Orey De Andrade-Campos, Antonio Gill] Univ Aveiro, Dept Mech Engn, SEE Grp, Aveiro, Portugal\",\n",
       " '[London, Jeremi S.; Mckenna, Ann; Huang, Wen] Arizona State Univ, Polytech Sch, Sch Engn, Mesa, AZ 85212 USA; [Molnar, Andreea] Univ Portsmouth, Portsmouth, Hants, England; [Cruz, Samantha N.] Arizona State Univ, Dept Counseling Psychol, Coll Integrat Sci & Arts, Tempe, AZ 85287 USA',\n",
       " '[London, Jeremi] Arizona State Univ, Fulton Sch Engn, 7171 E Sonoran Arroyo Mall,Peralta Hall 330H, Mesa, AZ 85212 USA',\n",
       " '[Carvalho Da Costa, Luciano Andreatta] Univ Estadual Rio Grande do Sul, Porto Alegre Campus,Av Bento Goncalves 8855, BR-91540000 City Of Porto Alegre, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina; Santos, Fabricia Damando] Univ Estadual Rio Grande do Sul, Rua Santa Maria 2300, BR-92500000 City Of Guaiba, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina] Pontificia Univ Catolica Rio Grande do Sul, Ave Ipiranga 6681,Predio 30,Bloco C,Sala 104, City Of Porto Alegre, State Of Rio Gr, Brazil',\n",
       " '[DeCoito, Isha] Western Univ, Curriculum Studies, London, ON, Canada; [Myszkal, Philip] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON, Canada',\n",
       " '[Khanaposhtani, Maryam Ghadiri; Gottesman, Benjamin L.; Pijanowski, Bryan] Purdue Univ, Ctr Soundscapes, W Lafayette, IN 47907 USA; [Khanaposhtani, Maryam Ghadiri; Gottesman, Benjamin L.; Pijanowski, Bryan] Purdue Univ, Dept Forestry & Nat, Suite B066,Mann Hall,203 South Martin Jischke Dr, W Lafayette, IN 47907 USA; [Khanaposhtani, Maryam Ghadiri] Environm Learning Ctr, 255 Live Dr, Vero Beach, FL 32963 USA; [Liu, ChangChia James] Purdue Univ, Dept Educ Studies, W Lafayette, IN 47907 USA; [Shepardson, Daniel] Purdue Univ, Dept Curriculum & Instruct & Earth Atmospher & Pl, W Lafayette, IN 47907 USA',\n",
       " '[Vennix, Johanna; Taconis, Ruurd] Tech Univ Eindhoven, Eindhoven Sch Educ, POB 513, NL-5600 MB Eindhoven, Netherlands; [den Brok, Perry] Wageningen Univ & Res, Educ & Learning Sci, Wageningen, Netherlands',\n",
       " '[Overbey, Tracey A.; Dotson, Daniel S.] Ohio State Univ Lib, Columbus, OH 43210 USA; [LaBadie, Molly Meyers] Worthington Lib, Worthington, OH USA',\n",
       " '[Bartholomew, Scott R.] Purdue Univ, W Lafayette, IN 47907 USA; [Nadelson, Louis S.] Colorado Mesa Univ, Grand Junction, CO USA; [Reeve, Edward M.] Utah State Univ, Technol & Engn Educ, Logan, UT 84322 USA; [Goodridge, Wade H.] Utah State Univ, Engn Educ, Logan, UT 84322 USA',\n",
       " '[Ariyo, Oluwunmi] Durham Tech Community Coll, Publ Sch Programs, Durham, NC 27703 USA; [Hagler, Ashely; Armstrong, Melissa; Woodson, Heather Miller] Gaston Coll, Dallas, NC USA',\n",
       " '[Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Pedag Sci, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Natl Acad Educ Sci Ukraine, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Informat Technol, Kiev, Ukraine; [Gladun, Mariia A.] Borys Grinchenko Kyiv Univ, Chair Informat Technol & Math Sci, Kiev, Ukraine; [Dziuba, Serhii M.] Comp Sci Educ Complex 141 ORT, Kiev, Ukraine',\n",
       " '[Chen, Grace A.] Vanderbilt Univ, Peabody Coll Educ, 221 Kirkland Hall, Nashville, TN 37235 USA; [Buell, Jason Y.] Univ Colorado, Sch Educ, Boulder, CO 80309 USA',\n",
       " '[Schwartz-DuPre, Rae Lynn; Parmett, Helen Morgan] Western Washington Univ, Dept Commun Studies, Bellingham, WA 98225 USA; [Parmett, Helen Morgan] Univ Vermont, Dept Theatre, Burlington, VT USA',\n",
       " '[Cohen, Benjamin] Ctr Sch & Communities, 275 Grandview Ave,Suite 200, Camp Hill, PA 17011 USA',\n",
       " '[York, Emily] James Madison Univ, Sch Integrated Sci, Harrisonburg, VA 22807 USA',\n",
       " '[Simunovic, Mara; Burusic, Josip] Ivo Pilar Inst Social Sci, Zagreb, Croatia; [Ercegovac, Ina Reic] Univ Split, Fac Humanities & Social Sci, Split, Croatia',\n",
       " '[Young, Anna M.] Otterbein Univ, Dept Biol & Earth Sci, 1 South Grove St, Westerville, OH 43081 USA; [Wendel, Paul J.] Otterbein Univ, Dept Educ, Westerville, OH USA; [Esson, Joan M.] Otterbein Univ, Dept Chem, Westerville, OH USA; [Plank, Kathryn M.] Otterbein Univ, Ctr Teaching & Learning, Westerville, OH USA; [Plank, Kathryn M.] Otterbein Univ, Dept Educ, Westerville, OH USA',\n",
       " '[Zaher, Ashraf A.; Damaj, Issam W.] Amer Univ Kuwait, Comp Engn, Safat, Kuwait',\n",
       " '[Ireland, Danyelle T.] Univ Maryland Baltimore Cty, Ctr Women Technol, Baltimore, MD 21228 USA; [Freeman, Kimberley Edelin] Howard Univ, Educ Psychol, Washington, DC 20059 USA; [Freeman, Kimberley Edelin] Howard Univ, Sch Educ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Winston-Proctor, Cynthia E.] Howard Univ, Dept Psychol, Psychol, Washington, DC 20059 USA; [DeLaine, Kendra D.] Howard Univ, Educ Psychol Program, Washington, DC 20059 USA; [Lowe, Stacey McDonald] Howard Univ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Woodson, Kamilah M.] Howard Univ, Dept Human Dev & Psychoeduc Studies, Counseling Psychol, Sch Educ, Washington, DC 20059 USA',\n",
       " '[Selwitz, Jason L.] Walla Walla Community Coll, Dept Energy Syst Technol, 500 Tausick Way, Walla Walla, WA 99362 USA; [Ahring, Birgitte] Washington State Univ Tricities, Dept Chem Engn & Biol Syst Engn, Richland, WA USA; [Garcia-Perez, Manuel] Washington State Univ, Dept Biol Syst Engn, Pullman, WA 99164 USA; [Morrison, Judith] Washington State Univ Tricities, Dept Educ, Richland, WA USA',\n",
       " '[Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ Technol, Wolfson Sch Mech Elect & Mfg Engn, Loughborough, Leics, England; [McDermott, Hilary J.] Loughborough Univ Technol, Sch Sport Exercise & Hlth Sci, Psychol, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ Technol, Loughborough Design Sch, Loughborough, Leics, England',\n",
       " '[Heuring, Jeanna] Univ Toledo, Coll Educ, CIGI, 2801 W Bancroft St, Toledo, OH 43606 USA',\n",
       " \"[O'Byrne, W. Ian; Radakovic, Nenad; Hunter-Doniger, Tracey; Fox, Madison; Kern, Reggie; Parnell, Stephanie] Coll Charleston, 66 George St, Charleston, SC 29424 USA\",\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Dept Math & Sci Educ, Educ Fac, Mus, Turkey; [Sidekli, Sabri] Mugla Sitki Kocman Univ, Dept Primary Educ, Educ Fac, Mugla, Turkey',\n",
       " '[Malhotra, Yogesh] Global Risk Management Network LLC, Cornell Business & Technol Pk, Ithaca, NY 14852 USA',\n",
       " '[Steele, Astrid; Ashworth, Elizabeth L.] Nipissing Univ, North Bay, ON, Canada',\n",
       " '[Craig, Cheryl J.] Texas A&M Univ, Dept Teaching Learning & Culture, 308 Harrington Tower, College Stn, TX 77843 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Houston, TX USA; [Evans, Paige] Univ Houston, Dept Math, Houston, TX 77204 USA; [Abrol, Bobby] Univ Houston, Dept Curriculum & Instruct, Houston, TX USA',\n",
       " '[Cukurova, Mutlu] UCL, UCL Inst Educ, UCL Knowledge Lab, London, England; [Bennett, Judith] Univ York, Dept Educ, York, N Yorkshire, England; [Abrahams, Ian] Univ Lincoln, Sch Educ, Lincoln, England',\n",
       " '[Toma, Radu Bogdan; Greca, Ileana M.] Univ Burgos, Dept Didact Especif, Burgos, Spain',\n",
       " '[Barelli, Eleonora; Tasquier, Giulia; Levrini, Olivia] Alma Mater Studiorum Univ Bologna, Bologna, Italy; [Branchetti, Laura] Univ Parma, Parma, Italy; [Albertazzi, Luca] Municipal Dozza, Bologna, Italy',\n",
       " '[Jeannis, Hervens; Joseph, James; Goldberg, Mary; Seelman, Katherine; Schmeler, Mark; Cooper, Rory A.] Univ Pittsburgh, Dept Rehabil Sci & Technol, Pittsburgh, PA 15213 USA; [Jeannis, Hervens; Joseph, James; Goldberg, Mary; Cooper, Rory A.] Dept Vet Affairs, Human Engn Res Labs, Pittsburgh, PA USA',\n",
       " '[Adkins, Sarah J.; Rock, Rachel K.; Morris, J. Jeffrey] Univ Alabama Birmingham, Dept Biol, 1300 Univ Blvd,CH464D, Birmingham, AL 35294 USA',\n",
       " '[Crawford, Melissa B.; Warner, Isiah M.] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.; Thomas, Gloria A.; Gilman, Samuel D.; Warner, Isiah M.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA; [Thomas, Gloria A.] Louisiana State Univ, Ctr Acad Success, Baton Rouge, LA 70803 USA',\n",
       " '[Burgos, Daniel; Corbi, Alberto] Univ Int La Rioja UNIR, UNIR Res, Madrid, Spain',\n",
       " '[Akcaoglu, Mete] Georgia Southern Univ, Dept Leadership Technol & Human Dev, 275 COE Dr,Room 3113, Statesboro, GA 30461 USA; [Rosenberg, Joshua M.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Schwarz, Christina V.] Michigan State Univ, Dept Teacher Educ, E Lansing, MI 48824 USA; [Ranellucci, John] Hunter Coll, Dept Educ Fdn & Counseling, New York, NY USA',\n",
       " '[Fendos, Justin] Fudan Univ, Tan Sch, Shanghai, Peoples R China',\n",
       " '[Sadler, Kirsten; Eilam, Efrat; Barry, Fiachra] Victoria Univ, Coll Educ, POB 14428, Melbourne, Vic 8001, Australia; [Bigger, Stephen W.] Victoria Univ, Coll Engn & Sci, Melbourne, Vic, Australia',\n",
       " '[Tsai, Huei-Yin] Natl Kaohsiung Normal Univ, Kaohsiung, Taiwan; [Chung, Chih-Chao] Kaomei Jr Coll Hlth Care & Management, Kaohsiung, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Pingtung, Taiwan',\n",
       " '[diSessa, Andrea A.] Univ Calif Berkeley, Berkeley, CA 94720 USA',\n",
       " '[Makino, Masato; Takamatsu, Kyuichiro; Shiratori, Atsuki; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Dept Mech Syst Engn, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Makino, Masato; Takamatsu, Kyuichiro; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Life Printing Innovat Ctr LPIC 3D, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Suzuki, Kodai] Yamagata Prefectural Yonezawa Kojokan High Sch, 1101 Sasano, Yonezawa, Yamagata 9921443, Japan',\n",
       " '[Castro-Felix, Elvia] Monterrey Inst Technol & Higher Educ, Dept Engn & Sci, San Luis Potosi, Mexico; [Daniels, Harry] Univ Oxford, Dept Educ, Oxford, England',\n",
       " '[Aslam, Farzana; Bagiya, Yamuna] Coventry Univ, Sch Comp Elect & Math, Coventry, W Midlands, England; [Adefila, Arinola] Coventry Univ, Ctr Global Learning Educ & Attainment, Coventry, W Midlands, England; [Bagiya, Yamuna] De Montfort Univ, Maths Learning Ctr, Leicester, Leics, England',\n",
       " '[Watermeyer, Richard; Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England',\n",
       " '[Salinas Martinez, N. Patricia; Quintero Rodriguez, Eliud] Tecnol Monterrey, Dept Math, Monterrey, Mexico',\n",
       " '空缺值',\n",
       " '[Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico',\n",
       " '[Mestre, Jose P.; Herman, Geoffrey L.] Univ Illinois, Champaign, IL 61820 USA; [Cheville, Alan] Bucknell Univ, Lewisburg, PA 17837 USA',\n",
       " '[Simoniello, Christina] Texas A&M Univ, College Stn, TX 77843 USA; [Simoniello, Christina; Watson, Stephanie] Gulf Mexico Coastal Ocean Observing Syst, College Stn, TX 77843 USA',\n",
       " '[Grout, Ian] Univ Limerick, Dept Elect & Comp Engn, Limerick V94 T9PX, Ireland',\n",
       " '[LaForce, Melanie; Noble, Elizabeth] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA; [Blackwell, Courtney] Northwestern Univ, Feinberg Sch Med, 633 N St Clair, Evanston, IL 60611 USA',\n",
       " '[Hoeg, Darren] Univ Alberta, Fac Educ, Edmonton, AB, Canada; [Bencze, Larry] Univ Toronto, Ontario Inst Studies Educ, Sci Educ, Toronto, ON, Canada',\n",
       " '[Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah] Univ Kebangsaan Malaysia, Dept Civil & Struct Engn, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah; Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Engn Educ Res Ctr, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Dept Learning & Teaching Innovat, Fac Educ, Bangi 43600, Selangor, Malaysia',\n",
       " '[Yamagata, Hirokazu; Morita, Toshio] Keio Univ, Kohoku Ku, 3-14-1 Hiyoshi, Yohokama 2238522, Japan',\n",
       " '[Muramatsu, Satoshi] Tokai Univ, 4-1-1 Kitakaname, Hiratsuka, Kanagawa 2591292, Japan; [Chugo, Daisuke] Kwansei Gakuin Univ, 2-1 Gakuen, Sanda, Hyogo 6691337, Japan; [Yokota, Sho] Toyo Univ, Dept Mech Engn, Fac Sci & Engn, 2100 Kujirai, Kawagoe, Saitama 3508585, Japan; [Hashimoto, Hiroshi] Adv Inst Ind Technol, Master Program Innovat Design & Engn, Shinagwa Ku, 1-10-40 Higashiooi, Tokyo 1400011, Japan',\n",
       " '[Kozan, Saliha; Connors-Kellgren, Alice] Boston Coll, Counseling Psychol, Chestnut Hill, MA 02167 USA; [Blustein, David L.] Boston Coll, Counseling Dev & Educ Psychol Program, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Dept Sci Educ & Technol, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Innovat Urban Sci Educ Lab, Chestnut Hill, MA 02167 USA; [Wong, Catherine] Boston Coll, Lynch Sch Educ, Urban Outreach Initiat, Chestnut Hill, MA 02167 USA; [Haley, James; Olle, Chad; Floyd, Ava; Wan, Deborah] Boston Coll, Chestnut Hill, MA 02167 USA; [Patchen, Amie] Boston Coll, Curriculum & Instruct Program, Chestnut Hill, MA 02167 USA; [Diemer, Matthew A.] Univ Michigan, Educ Studies program, Ann Arbor, MI 48109 USA; [Diemer, Matthew A.] Univ Michigan, Combined Program Educ & Psychol, Ann Arbor, MI 48109 USA; [Tan, R. P. Benjamin] Boston Coll, Counseling Psychol & Pastoral Minist, Chestnut Hill, MA 02167 USA',\n",
       " '[Talanquer, Vicente; Pollard, John] Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA',\n",
       " '[Hand, Sarah] Univ N Carolina, Chapel Hill, NC USA; [Rice, Lindsay; Greenlee, Eric] Texas Tech Univ, Dept Psychol Sci, 1800 18th St, Lubbock, TX 79409 USA',\n",
       " \"[Dennin, Michael] Univ Calif Irvine, Dept Phys & Astron, Irvine, CA 92697 USA; [Moldwin, Mark B.] Univ Calif Irvine, Dept Dev & Cell Biol, Irvine, CA 92697 USA; [Schultz, Zachary D.] Univ Notre Dame, Dept Chem & Biochem, Notre Dame, IN 46556 USA; [Feig, Andrew] Wayne State Univ, Grad Sch, Dept Chem, Detroit, MI 48202 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Finkelstein, Noah] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Dept Psychol, Lawrence, KS 66045 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Ctr Teaching Excellence, Lawrence, KS 66045 USA; [Hildreth, Michael] Univ Notre Dame, Coll Sci, Res & Grad Studies, Notre Dame, IN 46556 USA; [Hildreth, Michael] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA; [Leibovich, Adam K.] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA; [Martin, James D.] North Carolina State Univ, Dept Chem, Box 8204, Raleigh, NC 27695 USA; [O'Dowd, Diane K.] Univ Michigan, Dept Climate & Space Sci & Engn, Ann Arbor, MI 48109 USA; [Posey, Lynmarie A.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA\",\n",
       " '[Bazelais, Paul; Doleck, Tenzin; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada',\n",
       " '[Kadota, Kazuo] Miyagi Univ Educ, Aoba Ku, 149 Aramakiaoba, Sendai, Miyagi 9800845, Japan',\n",
       " '[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA',\n",
       " '[Sit, Stefany M.] Univ Illinois, Chicago, IL 60607 USA; [Brudzinski, Michael R.] Miami Univ Ohio, Oxford, OH USA',\n",
       " '[Miller, Beverly A. King] Univ Johannesburg, POB 524, Auckland Pk, Gauteng, South Africa',\n",
       " '[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Coll Educ, Pullman, WA 99164 USA; [Chesky, Nataly] SUNY Coll New Paltz, Teaching & Learning Dept, New Paltz, NY USA',\n",
       " '[McGee, Ebony] Vanderbilt Univ, Peabody Coll, Divers & STEM Educ, Nashville, TN 37203 USA; [Bentley, Lydia] Vanderbilt Univ, Peabody Coll, Learning Dev & Divers, Nashville, TN 37203 USA',\n",
       " '[Martin-Ramos, Pablo] Univ Zaragoza, EPSH, Carretera Cuarte S-N, Huesca 22071, Spain; [Lopes, Maria Joao; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Larga, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Silva, Manuela Ramos] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal',\n",
       " '[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA',\n",
       " \"[Cole, Peter; O'Riley, Pat] Univ British Columbia, Vancouver, BC, Canada\",\n",
       " '[Enlow, Jessica L.] Cox Mill High Sch, Sci Dept, Concord, NC 28027 USA; [Marin, Dawn M.; Walter, Michael G.] Univ North Carolina Charlotte, Dept Chem, Charlotte, NC 28223 USA',\n",
       " '[Ziaeefard, Saeedeh; Rastgaar, Mo; Mahmoudian, Nina] Michigan Technol Univ, Dept Mech Engn Engn Mech, Michigan Tech, Houghton, MI 49931 USA; [Miller, Michele H.] Campbell Univ, Engn, Buies Creek, NC 27506 USA; [Mahmoudian, Nina] Michigan Technol Univ, Mech Engn & Engn Mech Dept, Houghton, MI 49931 USA',\n",
       " '[Gilligan, Katie A.; Flouri, Eirini; Farran, Emily K.] UCL, Inst Educ, Dept Psychol & Human Dev, 25 Woburn Sq, London WC1H 0AA, England',\n",
       " '[Zellmer, Amanda J.] Occidental Coll, Dept Biol, Los Angeles, CA 90041 USA; [Sherman, Aleksandra] Occidental Coll, Dept Cognit Sci, Los Angeles, CA 90041 USA',\n",
       " '[Aslan-Tutak, Fatma; Akaygun, Sevil; Tezsezen, Secil] Bogazici Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Istanbul, Turkey',\n",
       " '[Balakrishnan, Balamuralithara; Azman, Mohamed Nor Azhari] Sultan Idris Educ Univ, Tanjung Malim 35900, Perak, Malaysia',\n",
       " '[Lantz, Catherine] Univ Illinois, Chicago, IL 60607 USA; [Lantz, Catherine] Morton Coll, Cicero, IL USA',\n",
       " '[Sublett, Cameron; Gottfried, Michael A.] Univ Calif Santa Barbara, Gevirtz Grad Sch Educ, Santa Barbara, CA 93106 USA',\n",
       " '[Asik, Gursu; Kucuk, Zerrin Doganca; Helvaci, Basak; Corlu, M. Sencer] Bahcesehir Univ, BAUSTEM, Istanbul, Turkey',\n",
       " '[Zhou, Yisu; Fan, Xitao] Univ Macau, Fac Educ E33, Room 3022,Av Univ, Taipa, Macau, Peoples R China; [Wei, Xiaoxin] Amer Inst Res, Washington, DC USA; [Tai, Robert H.] Univ Virginia, Charlottesville, VA USA',\n",
       " '[Hoskins, Sally G.; Gottesman, Alan J.] CUNY City Coll, Dept Biol, 138Th St & Convent Ave, New York, NY 10031 USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, 300 Pulteney St, Geneva, NY 14456 USA',\n",
       " '[Gagnier, Kristin M.] Johns Hopkins Univ, Inst Learning Sci, 3400 N Charles St, Baltimore, MD 21218 USA; [Atit, Kinnari] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Ormand, Carol J.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Ormand, Carol J.] Univ Wisconsin, Dept Geosci, Madison, WI 53706 USA; [Shipley, Thomas F.] Temple Univ, Spatial Intelligence & Learning Ctr, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Nelson, Brian C.; Bowman, Cassie; Bowman, Judd] Arizona State Univ, Tempe, AZ 85281 USA',\n",
       " '[Boyce, Ayesha S.] Univ North Carolina Greensboro, Greensboro, NC 27412 USA',\n",
       " '[Gasman, Marybeth] Univ Penn, Educ, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Student Dev Adm, Seattle, WA 98122 USA; [Samayoa, Andres Castro] Boston Coll, Lynch Sch Educ, Higher Educ, Chestnut Hill, MA 02167 USA; [Corral, Daniel] Univ Wisconsin, Educ Leadership & Policy Anal, Madison, WI 53706 USA',\n",
       " '[Outlay, Christina N.; Platt, Alana J.] Univ Wisconsin, Dept Informat Technol & Supply Chain Management, Whitewater, WI 53590 USA; [Conroy, Kacie] Girls Educ Themselves Informat Technol, Madison, WI USA',\n",
       " '[Hudley, Anne H. Charity] Coll William & Mary, English Educ Linguist & Africana Studies, Williamsburg, VA 23185 USA; [Mallinson, Christine] UMBC, Language Literacy & Culture Program, Baltimore, MD 21250 USA',\n",
       " '[Pellas, Nikolaos] Univ Aegean, Dept Prod & Syst Design Engn, Konstantinoupoleos 1, GR-84100 Syros, Cyclades, Greece; [Kazanidis, Ioannis] Eastern Macedonia & Thrace Inst Technol, Adv Educ Technol & Mobile Applicat Lab, GR-65404 Ag Loukas, Kavala, Greece; [Konstantinou, Nikolaos] Panteion Univ, Dept Psychol, Athens, Greece; [Georgiou, Georgia] Minist Educ Res & Religious Affairs, Reg Directorate Primary Educ Thesprotia, Athens, Greece',\n",
       " '[Havran, J. Christopher] Campbell Univ, Dept Biol Sci, Buies Creek, NC 27506 USA; [Stowe, Kirk A.] 2210 Meadows Circle, Wixom, MI 48393 USA; [Blanchard, Tom A.] Univ Tennessee, Dept Biol Sci, Martin, TN 38238 USA; [Kandl, Karen L.] Highlands Biol Stn, Highlands, NC 28741 USA; [Kimball, Matthew E.] Univ South Carolina, Baruch Marine Field Lab, Georgetown, SC 29442 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Dept Biol Sci, Richmond, KY 40475 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Div Nat Areas, Richmond, KY 40475 USA; [Swain, Hilary M.; Lohrer, Fred E.; Angell, Dustin D.] Archbold Biol Stn, Venus, FL 33960 USA; [Terhune, Theron M., II] Tall Timbers Res Stn & Land Conservancy, Tallahassee, FL 23212 USA',\n",
       " '[Robert, Jenay] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Carlsen, William S.] Penn State Univ, Dept Curriculum & Instruct, University Pk, PA 16802 USA',\n",
       " '[Lynch, Sharon] George Washington Univ, Washington, DC 20052 USA',\n",
       " '[Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Museum, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Fairbanks, Dept Geosci, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Kaden, Ute] Univ Alaska Fairbanks, Sch Educ, Secondary Educ, Box 756480, Fairbanks, AK 99775 USA; [Fowell, Sarah] Univ Alaska Fairbanks, Dept Geosci, 900 Yukon Dr, Fairbanks, AK 99775 USA; [Spangler, Mark A.; Huettmann, Falk] Univ Alaska Fairbanks, EWHALE Lab, Inst Arctic Biol, Dept Biol & Wildlife, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Herbarium ALA, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Dept Biol & Wildlife, 907 Yukon Dr, Fairbanks, AK 99775 USA',\n",
       " '[Stipanovic, Natalie] Univ Northern Colorado, Dept Appl Psychol & Counselor Educ, Campus Box 131,McKee 248, Greeley, CO 80639 USA; [Woo, Hongryun] Univ Louisville, Dept Counseling & Human Dev, Louisville, KY 40292 USA',\n",
       " '[Aragon, Oriana R.; Dovidio, John F.] Yale Univ, Dept Psychol, New Haven, CT 06520 USA; [Aragon, Oriana R.; Graham, Mark J.] Yale Univ, Ctr Teaching & Learning, New Haven, CT 06520 USA',\n",
       " '[Park, Mi-Hwa; Patterson, Lynn G.] Murray State Univ, Murray, KY 42071 USA; [Dimitrov, Dimiter M.] George Mason Univ, Fairfax, VA 22030 USA; [Park, Do-Yong] Illinois State Univ, Normal, IL 61761 USA',\n",
       " '[Leshner, Alan] Amer Assoc Advancement Sci, Washington Dc, DC USA',\n",
       " '[Yuen, Pong; Lau, Cheng Man Diana] Macau Chem Soc, League City, TX USA; [Yen, Erin] Texas Technol Univ, Lubbock, TX USA',\n",
       " '[Asghar, Anila] McGill Univ, Fac Educ, Dept Integrated Studies Educ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Sladeczek, Ingrid E.; Beaudoin, Emily] McGill Univ, Fac Educ, Dept Educ & Counselling Psychol, Montreal, PQ, Canada; [Mercier, Julien] Univ Quebec, Dept Special Educ & Training, Montreal, PQ, Canada',\n",
       " '[Hubbs, Natalia B.] Hanover Coll, Dept Biol, Hanover, IN 47243 USA; [Parent, Kristin N.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, BioSci, E Lansing, MI 48824 USA',\n",
       " '[Choi, Grace Y.; Behm-Morawitz, Elizabeth] Univ Missouri, Dept Commun, Columbia, MO 65211 USA',\n",
       " '[Seel, Norbert M.] Univ Freiburg, Freiburg, Germany',\n",
       " '[Jensen, Jamie L.; Hatch, Jordan B.; Piorczynski, Ted] Brigham Young Univ, Dept Biol, 4102 LSB, Provo, UT 84602 USA; [Neeley, Shannon] Brigham Young Univ, Dept Stat, Provo, UT 84602 USA',\n",
       " '[Stanford, Courtney; Cole, Renee] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeff] Texas A&M, Coll Engn, College Stn, TX 77843 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Friedrichsen, Debra] MJ Innovat LLC, POB 2477, Corvallis, OR 97339 USA',\n",
       " '[Budinski, Natalija] Primary & Secondary Sch Petro Kuzmjak, Rusinska 63, Ruski Krstur 25233, Serbia',\n",
       " '[Bicer, Ali; Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Dolan, Erin L.] Univ Georgia, Athens, GA 30602 USA',\n",
       " '[Castellanos, Jorge; Urquiza-Fuentes, Jaime] Rey Juan Carlos Univ, LITE Grp, Mostoles 28933, Spain; [Haya, Pablo A.] Univ Autonoma Madrid, Knowledge Engn Inst, Madrid 28049, Spain',\n",
       " '[Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA; [Dolan, Erin L.] Univ Georgia, Biochem & Mol Biol, B210B Davison Life Sci, Athens, GA 30602 USA; [Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA; [Finkelstein, Noah] Univ Colorado, Phys, UCB 390, Boulder, CO 80309 USA; [Franklin, Scott] Rochester Inst Technol, Phys, 1 Lomb Mem Dr, Rochester, NY 14623 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Educ Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Human Resources Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, Math Educ, 5500 Campanile Dr, San Diego, CA 92182 USA; [Redd, Kacy] Assoc Publ & Land Grant Univ, Sci & Math Educ Policy, 1307 New York Ave NW, Washington, DC 20005 USA; [St John, Kristen] James Madison Univ, Geol, 395 S High St, Harrisonburg, VA 22807 USA',\n",
       " '[Dennehy, Tara C.; Dasgupta, Nilanjana] Univ Massachusetts, Dept Psychol & Brain Sci, Amherst, MA 01003 USA',\n",
       " '[Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England',\n",
       " '[Audette, Michel A.] Old Dominion Univ, Dept Modeling Simulat & Visualizat Engn, Norfolk, VA 23529 USA; [Jovanovic, Vukica M.] Old Dominion Univ, Norfolk, VA USA; [Bilgen, Onur] Old Dominion Univ, Mech & Aerosp Engn Dept, Norfolk, VA USA; [Arcaute, Karina] Old Dominion Univ, Coll Educ, STEM Educ & Profess Studies Dept, Norfolk, VA USA; [Dean, Anthony W.] Old Dominion Univ, Batten Coll Engn & Technol, Off Dean, Norfolk, VA USA',\n",
       " '[EL-Deghaidy, Heba] Amer Univ Cairo, Cairo, Cairo Governora, Egypt; [Mansour, Nasser] Univ Exeter, Exeter, Devon, England; [Mansour, Nasser] Tanta Univ, Tanta, Egypt; [Alzaghibi, Mohammad] Minist Educ, Riyadh, Saudi Arabia; [Alhammad, Khalid] Shaqra Univ, Shagra, Saudi Arabia; [EL-Deghaidy, Heba; Mansour, Nasser; Alzaghibi, Mohammad; Alhammad, Khalid] King Saud Univ, Excellence Res Ctr Sci & Math Educ, Riyadh, Saudi Arabia',\n",
       " '[Gasman, Marybeth; Commodore, Felecia] Univ Penn, Penn Ctr Minor Serving Inst, Grad Sch Educ, 3819 Chestnut St,Suite 140, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Dept Student Dev Adm, Seattle, WA 98122 USA; [Conrad, Clifton F.; Lundberg, Todd] Univ Wisconsin, Dept Educ Leadership & Policy Studies, Madison, WI 53706 USA',\n",
       " '[Wagner, Travis P.; Martinez, Daniel M.] Univ Southern Maine, Dept Environm Sci & Policy, 106 Bailey Hall, Gorham, ME 04038 USA; [McCormick, Kelly] Univ Southern Maine, Dept Math & Stat, 115 Bailey Hall, Gorham, ME 04038 USA',\n",
       " '[Kopcha, T. J.; McGregor, J.; Shin, S.; Qian, Y.; Choi, J.; Hill, R.; Mativo, J.; Choi, I] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30605 USA',\n",
       " '[Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, Exeter, Devon, England',\n",
       " '[Ertl, Bernhard] Univ Bundeswehr Munchen, Dept Educ, Neubiberg, Germany; [Luttenberger, Silke] Univ Teachers Educ Styria, Fed Ctr Professionalizat Educ Res, Graz, Austria; [Paechter, Manuela] Karl Franzens Univ Graz, Educ Psychol Unit, Dept Psychol, Graz, Austria',\n",
       " '[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Zulkifeli, Mohd Afendi] Natl Univ Malaysia, Bangi, Malaysia',\n",
       " '[van der Wal, Nathalie J.; Bakker, Arthur; Drijvers, Paul] Univ Utrecht, Freudenthal Inst, POB 85170, NL-3508 AD Utrecht, Netherlands',\n",
       " '[Larson, Richard C.; Murray, M. Elizabeth] MIT, Inst Data Syst & Soc, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " '[Abdullah, Zaleha; Shukor, Nurbiha A.] Univ Teknol Malaysia, Dept Educ Sci Math & Creat Multimedia, Johor Baharu, Malaysia',\n",
       " '[Malik, Naveed A.] Virtual Univ Pakistan, Lahore, Pakistan',\n",
       " '[English, Lyn D.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4069, Australia',\n",
       " '[Geist, Michael; Steinbach, Thomas] Wheeling High Sch, Wheeling, IL 60090 USA',\n",
       " '[Hu, David L.] Georgia Inst Technol, Woodruff Sch Mech Engn & Sch Biol, Atlanta, GA 30332 USA; [Lefton, Lew] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA; [Ludovice, Peter J.] Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA',\n",
       " '[Perez-Felkneri, Lara; Nix, Samantha] Florida State Univ, Ctr Postsecondary Success, Dept Educ Leadership & Policy Studies, Tallahassee, FL 32306 USA; [Thomas, Kirby] Florida State Univ, Dept Sociol, Tallahassee, FL 32306 USA',\n",
       " '[Bell, James] Assoc Sci Technol Ctr, CAISE, Washington, DC USA',\n",
       " '[Boleware, Mary] Jones Cty Jr Coll, Sci, Ellisville, MS USA; [Sharma, Amit; Wiggins, Jeffrey] Univ Southern Mississippi, Sch Polymers & High Performance Mat, Hattiesburg, MS USA',\n",
       " '[Fakayode, S.; Tinsley, Jewel; Abiera, Via Snow; Mehta, Dhaval; Smith, Joshua; Whitehead, Nickolas; Elzey, Brianda; Appah, Eric] North Carolina A&T State Univ, Chem, Greensboro, NC USA',\n",
       " '[Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Osborn, Jeffrey] Coll New Jersey, Ewing, NJ USA; [Ambos, Elizabeth] Council Undergrad Res, Washington, DE USA',\n",
       " '[Samudio, Benjamin; Lakkis, Hani; Nicholas, Amanda; Billings, Casey; Abbott, Forrest; Idrovo, Jose; Schaffer, Julie; Mergens, Lydia; Lozancich, Matthew; Kim, Paul; Yamanishi, Taylor; Kirkevold, Tyler; Lakkis, Yvette] Amer River Coll, Chem, Sacramento, CA USA',\n",
       " '[Kumar, Vikas] Sharda Univ, Sch Business Studies, Greater Noida, India; [Sharma, Deepika] Jagannath Univ, PhD Program, Jaipur, Rajasthan, India',\n",
       " '[Tekerek, Mehmet] Kahramanmaras Sutcuimam Univ, Comp Educ & Instruct Technol Dept, Kahramanmaras, Turkey; [Tekerek, Betul] Kahramanmaras Sutcuimam Univ, Math & Sci Educ Dept, Kahramanmaras, Turkey',\n",
       " '[Han, Sunyoung] Sungkyunkwan Univ, 25-2 Sungkyunkwan Ro, Seoul, South Korea',\n",
       " '[Karam, Rita; Pane, John F.; Griffin, Beth Ann; Robyn, Abby; Phillips, Andrea; Daugherty, Lindsay] RAND Corp, 1776 Main St, Santa Monica, CA 90407 USA',\n",
       " '[Benjamin, Thomas E.; Marks, Bryant; Pollard, Ethen; Thomas, Alicia; Muldrow, Lycurgus L.] Morehouse Coll Atlanta, Atlanta, GA 30314 USA; [Demetrikopoulos, Melissa K.] Inst Biomed Philosophy, Dunedin, FL USA; [Rose, Jordan] Emory Univ, Atlanta, GA 30322 USA',\n",
       " '[Cramer, Jason M.] North Carolina State Univ, Grad Sch, Raleigh, NC 27695 USA; [Hamilton, Paul T.] North Carolina State Univ, Dept Plant & Microbial Biol, Raleigh, NC 27695 USA',\n",
       " '[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju; Lefler, Mason] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA',\n",
       " '[Zhurakovsky, Vasily M.; Baryshnikova, Marina Yu.; Vorov, Andrey B.] Natl Training Fdn, Moscow, Russia',\n",
       " '[Yee, Sean P.] Univ South Carolina, Columbia, SC 29208 USA',\n",
       " '[Radloff, Jeffrey; Guzey, Selcen] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " '[Blackley, Susan; Sheffield, Rachel; Maynard, Nicoleta; Koul, Rekha; Walker, Rebecca] Curtin Univ, Perth, WA, Australia',\n",
       " '[Frederich, M.; Flefel, I; Roese, U.; Bymers, L.; Zeeman, S.] Univ New England, Biddeford, ME USA',\n",
       " '[Thomas, Veronica G.] Howard Univ, Sch Educ, Dept Human Dev & Psychoeducat Studies, 2441 4th St NW, Washington, DC 20059 USA; [Parsons, Beverly A.] InSites, Ft Collins, CO USA',\n",
       " '[Hains-Wesson, Rachael] Swinburne Univ Technol, Student Adv, Hawthorn, Vic 3122, Australia; [Young, Karen] Deakin Univ, Fac Sci Engn & Built Environm, Geelong, Vic 3217, Australia',\n",
       " '[Peng, Chao; Cao, Lizhou; Timalsena, Sabin] Univ Alabama, Dept Comp Sci, Olin King Technol N358,301 Sparkman Dr NW, Huntsville, AL 35899 USA',\n",
       " '[Guloy, Sheryl; Salimi, Farimah] Simon Fraser Univ, Fac Educ, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Cukierman, Diana] Simon Fraser Univ, Sch Comp Sci, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Thompson, Donna McGee] Simon Fraser Univ, Student Learning Commons, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada',\n",
       " '[Barnes, M. Elizabeth; Truong, Jasmine M.; Brownell, Sara E.] Arizona State Univ, Biol Educ Res Lab, Sch Life Sci, Tempe, AZ 85287 USA',\n",
       " '[Resnick, Ilyse] Univ Delaware, Sch Educ, 211C Willard Hall, Newark, DE 19716 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Gamse, Beth C.; Martinez, Alina; Bozzi, Laurie] Abt Associates Inc, 55 Wheeler St, Cambridge, MA 02138 USA',\n",
       " '[Al Salami, Mubarak K.; Makela, Carole J.; de Miranda, Michael A.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [de Miranda, Michael A.] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA',\n",
       " '[McGarr, Oliver; Lynch, Raymond] Univ Limerick, Dept Educ & Profess Studies, Limerick, Ireland',\n",
       " '[Thurston, Linda P.] Kansas State Univ, Coll Educ, Special Educ, Manhattan, KS 66506 USA; [Thurston, Linda P.] Kansas State Univ, Coll Educ, Res & Grad Studies, Manhattan, KS 66506 USA; [Shuman, Cindy] Kansas State Univ, Adult & Continuing Educ, Manhattan, KS 66506 USA; [Middendorf, B. Jan; Johnson, Cassandra] Kansas State Univ, Manhattan, KS 66506 USA',\n",
       " '[Gerber, Lukas C.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA; [Calasanz-Kaiser, Agnes] Isaac Newton Graham Middle Sch, Mountain View, CA USA; [Hyman, Luke] MYP Dresden Int Sch, Dresden, Germany; [Voitiuk, Kateryna] Univ Calif Santa Cruz, Santa Cruz, CA 95064 USA; [Patil, Uday] Georgia Inst Technol, Atlanta, GA 30332 USA',\n",
       " '[Hoeg, Darren G.; Bencze, John Lawrence] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON M5S 1V6, Canada',\n",
       " '[Lee, Ahlam] Xavier Univ, Dept Educ Leadership & Human Resource Dev, Cincinnati, OH 45207 USA',\n",
       " '[Kutzner, Mickey; Pearson, Bryan] Andrews Univ, Berrien Springs, MI 49104 USA; [Pearson, Bryan] Buchanan High Sch, Buchanan, MI USA',\n",
       " '[Manduca, Cathryn A.; Iverson, Ellen R.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Luxenberg, Michael] Profess Data Analysts Inc, Minneapolis, MN 55414 USA; [Macdonald, R. Heather] Coll William & Mary, Dept Geol, Williamsburg, VA 23187 USA; [McConnell, David A.] North Carolina State Univ, Marine Earth & Atmospher Sci Dept, Raleigh, NC 27695 USA; [Mogk, David W.] Montana State Univ, Dept Earth Sci, Bozeman, MT 59717 USA; [Tewksbury, Barbara J.] Hamilton Coll, Dept Geosci, Clinton, NY 13323 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Boyd, Monica; Tian, Siyue] Univ Toronto, Toronto, ON, Canada',\n",
       " '[Foley, Alana E.; Herts, Julianne B.; Levine, Susan C.; Beilock, Sian L.] Univ Chicago, Dept Psychol, 5848 South Univ Ave, Chicago, IL 60637 USA; [Borgonovi, Francesca; Guerriero, Sonia] Org Econ Cooperat & Dev, Paris, France',\n",
       " '[Smyrnova-Trybulska, Eugenia] Uniwersytet Slaski Katowicach, Fac Ethnol Educ, Katowice, Poland; [Morze, Nataliia; Gladun, Mariia] Borys Grinchenko Kyiv Univ, Rectorat, Kiev, Ukraine; [Kommers, Piet] Univ Twente, Enschede, Netherlands; [Zuziak, Wojciech] Reg In Serv Teacher Training Ctr WOM, Bielsko Biala, Poland',\n",
       " '[Berland, Leema K.] Univ WI Madison, Dept Curriculum & Instruct, Madison, WI 53706 USA; [Steingut, Rebecca] Univ Texas Austin, Dept Educ Psychol, Austin, TX 78712 USA',\n",
       " '[Shernoff, David J.; Sinha, Suparna; Bressler, Denise M.; Ginsburg, Lynda] Rutgers State Univ, Ctr Math Sci & Comp Educ, New Brunswick, NJ 08901 USA; [Shernoff, David J.] Rutgers State Univ, Dept Sch Psychol, Grad Sch Appl & Profess Psychol, New Brunswick, NJ 08901 USA',\n",
       " '[Itzek-Greulich, Heike] Univ Tubingen, Hector Res Inst Educ Sci & Psychol, Tubingen, Germany; [Vollmer, Christian] Univ Educ Heidelberg, Heidelberg, Germany',\n",
       " '[Ring, Elizabeth A.; Crotty, Elizabeth A.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave,Suite 320, St Paul, MN 55108 USA; [Dare, Emily A.] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA',\n",
       " '[Letnikova, Galina] CUNY, Long Isl City, NY 11101 USA; [Xu, Na] CUNY, Dept Nat Sci, Long Isl City, NY USA',\n",
       " '[Belardo, Christy] Mohonk Preserve, POB 715, New Paltz, NY 12525 USA; [Burrows, Andrea C.; Dambekalns, Lydia] Univ Wyoming, 1000 E Univ Ave,Dept 3374, Laramie, WY 82071 USA',\n",
       " '[Chittum, Jessica R.] East Carolina Univ, Dept Elementary Educ & Middle Grades Educ, 154 Speight Bldg,Mail Stop 504, Greenville, NC 27858 USA; [Jones, Brett D.; Akalin, Sehmuz] Virginia Tech, Sch Educ, MC 0313, Blacksburg, VA 24061 USA; [Schram, Asta B.] Univ Iceland, Sch Hlth Sci, Laeknagarour Lg 302, Reykjavik, Iceland',\n",
       " '[Noble, Jessica; Bean, Corliss] Youth Res & Evaluat eXchange, Toronto, ON, Canada; [Duodu, Eugenia; Yusuf, Yusuf; Garay, Camilo] Vis Sci Network Learning, Toronto, ON, Canada',\n",
       " '[Estapa, Anne T.] Iowa State Univ, 1660E Lagomarcino Hall, Ames, IA 50011 USA; [Tank, Kristina M.] Iowa State Univ, 0624C Lagomarcino Hall, Ames, IA 50011 USA',\n",
       " '[Herro, Danielle] Clemson Univ, Coll Educ, Digital Media & Learning, Clemson, SC 29634 USA; [Quigley, Cassie] Clemson Univ, Sci Educ, Clemson, SC 29634 USA; [Andrews, Jessica] Educ Testing Serv, Princeton, NJ 08541 USA; [Delacruz, Girlie] LRNG, Chicago, IL USA',\n",
       " '[Hora, Matthew T.] Univ Wisconsin, Dept Liberal Arts & Appl Studies, 21 N Pk St, Madison, WI 53715 USA; [Oleson, Amanda K.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53715 USA',\n",
       " '[Khatri, Raina; Henderson, Charles] Western Michigan Univ, Dept Phys, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeffrey E.] Texas A&M Univ, Coll Engn, College Stn, TX 77843 USA; [Friedrichsen, Debra] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA',\n",
       " '[Landrum, R. Eric; Viskupic, Karen; Shadle, Susan E.; Bullock, Doug] Boise State Univ, Boise, ID 83725 USA',\n",
       " '[McConnell, John R., III] Austin Peay State Univ, Dept Educ Specialties, POB 4545, Clarksville, TN 37044 USA',\n",
       " '[McFadden, Justin R.] Univ Louisville, Louisville, KY 40292 USA; [Roehrig, Gillian H.] Univ Minnesota, St Paul, MN 55108 USA',\n",
       " '[Shadle, Susan E.; Marker, Anthony; Earl, Brittnee] Boise State Univ, 1910 Univ Dr, Boise, ID 83725 USA',\n",
       " '[Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] US Army, Natick Soldier Res Dev & Engn Ctr, Cognit Sci Team, Natick, MA 01760 USA; [Hutton, Allyson] Think3d, 1018 Maple Lane, Davis, CA 95616 USA',\n",
       " '[Nathan, Mitchell J.] Univ Wisconsin, Educ Sci Bldg,1025 West Johnson St, Madison, WI 53705 USA; [Walkington, Candace] Southern Methodist Univ, Dallas, TX USA',\n",
       " '[Resnick, Ilyse] Penn State Univ Lehigh Valley, Dept Psychol, 2809 Saucon Valley Rd, Center Valley, PA 18034 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Simpson, Timothy W.] Penn State Univ, Mech & Ind Engn, State Coll, PA 16804 USA; [Williams, Christopher B.] Virginia Tech, Mech Engn, Blacksburg, VA USA; [Hripko, Michael] Youngstown State Univ, Youngstown, OH 44555 USA',\n",
       " '[Campbell, Chris; Rolls, Jason] Coll North Atlantic Qatar, Sch Language Studies & Acad, Doha, Qatar',\n",
       " '[Linvill, Darren L.; Cranmer, Gregory A.] Clemson Univ, Dept Commun, 405 Strode Tower, Clemson, SC 29634 USA',\n",
       " '[Sheffield, Rachel; Koul, Rekha; Blackley, Susan] Curtin Univ, Sch Educ, Perth, WA, Australia; [Maynard, Nicoleta] Curtin Univ, Fac Sci & Engn, Perth, WA, Australia',\n",
       " '[Fitzallen, Noleine] Univ Tasmania, Fac Educ, Hobart, Tas, Australia; [Brown, Natalie Ruth] Univ Tasmania, Tasmanian Inst Learning & Teaching, Hobart, Tas, Australia',\n",
       " '[Riley, Donna] Smith Coll, Picker Engn Program, Northampton, MA 01063 USA; [Riley, Donna] Virginia Tech, Dept Engn Educ, Blacksburg, VA 24061 USA; [Riley, Donna] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " '[Carter, Lyn] Australian Catholic Univ, Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Stryzhak, Oleksandr Ye.] Minor Acad Sci Ukraine, Sci, Kiev, Ukraine; [Slipukhina, Iryna A.] Natl Aviat Univ, Gen Phys Dept, Kiev, Ukraine; [Polikhun, Nataliia I.] Natl Acad Sci Ukraine, Gifted Child Inst, Kiev, Ukraine; [Chernetckiy, Ihor S.] Dept Teching & Themat Knowledge Syst Dev, Pedag Sci, Kiev, Ukraine',\n",
       " '[Bell, Dawne; Wooff, David] Edge Hill Univ, Fac Educ, Ormskirk, England; [McLain, Matt] Liverpool John Moores Univ, Sch Educ, Marsh Campus, Liverpool, Merseyside, England; [Morrison-Love, David] Univ Glasgow, Sch Educ, Curriculum Assessment & Pedag Res & Teaching Grp, Glasgow, Lanark, Scotland',\n",
       " '[Buxton, Cory; Allexsaht-Snider, Martha] Univ Georgia, 629 Aderhold Hall, Athens, GA 30602 USA; [Harper, Susan] Johns Hopkins Univ, Baltimore, MD 21218 USA; [Payne, Yolanda Denise] Clarke Cty Sch Dist, Clarke Cty, GA USA',\n",
       " '[Bullock, Erika C.] Univ Wisconsin, Madison, WI 53706 USA',\n",
       " '[Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, 6 New Bedford Court, Stafford, VA 22554 USA; [Evans, Michael A.] North Carolina State Univ, Friday Inst Educ Innovat, Dept Teacher Educ & Learning Sci, Raleigh, NC USA; [Huang, Lixiao] North Carolina State Univ, Dept Psychol, Raleigh, NC USA',\n",
       " '[Casas, Yadira; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain',\n",
       " '[Redman, Christine] Univ Melbourne, Grad Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Kordaki, Maria; Berdousis, Ioannis] Univ Aegean, Dept Cultural Technol & Commun, Univ Hill, Mitilini 81100, Greece',\n",
       " '[Nemorin, Selena; Selwyn, Neil] Monash Univ, Fac Educ, Melbourne, Vic, Australia',\n",
       " '[Sengupta, Pratim; Shanahan, Marie-Claire] Univ Calgary, Werklund Sch Educ, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada',\n",
       " '[Musah, Rabi A.; Ford, Michael] SUNY Albany, Albany, NY 12222 USA',\n",
       " '[Fisher, Dara R.] Harvard Univ, Cambridge, MA 02138 USA; [Bagiati, Aikaterini; Sarma, Sanjay] MIT, Cambridge, MA 02139 USA',\n",
       " '[Hernandez, Paul R.] West Virginia Univ, Dept Learning Sci & Human Dev, Allen Hall,355 Oakland St,POB 6122, Morgantown, WV 26506 USA; [Estrada, Mica] Univ Calif San Francisco, Inst Hlth Aging, San Francisco, CA 94143 USA; [Woodcock, Anna; Schultz, P. Wesley] Calif State Univ San Marcos, Dept Psychol, San Marcos, CA USA',\n",
       " '[Wang, Xueli; Sun, Ning; Wagner, Brit] Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Lee, Seo Young] Univ Wisconsin, Dept Educ Psychol, Madison, WI USA',\n",
       " '[Hansen-Thomas, Holly] Texas Womans Univ, Dept Bilingual & ESL Educ, Denton, TX 76204 USA; [Langman, Juliet] UTSA, Dept Bicultural Bilingual Studies, San Antonio, TX 78249 USA',\n",
       " '[Pearson, Greg] Natl Acad Engn, 500 Fifth St NW, Washington, DC 20001 USA',\n",
       " '[Cavlazoglu, Baki] Karadeniz Tech Univ, Fatih Fac Educ, Dept Math & Sci Educ, Trabzon, Turkey; [Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA',\n",
       " '[Schnittka, Christine] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USA',\n",
       " '[Kimmel, Howard; Hirsch, Linda; Burr-Alexander, Levelle] New Jersey Inst Technol, Ctr Precoll Programs, Newark, NJ 07102 USA; [Rockland, Ronald] New Jersey Inst Technol, Dept Engn Technol, Newark, NJ 07102 USA',\n",
       " '[Vidic, Andreja Drobnic] Univ Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana, Slovenia',\n",
       " '[Dana-Picard, Thierry] Jerusalem Coll Technol, Jerusalem, Israel; [Zeitoun, David] Orot Coll, Rehovot, Israel',\n",
       " '[Smith, Emma] Univ Leicester, Sch Educ, Leicester, Leics, England; [White, Patrick] Univ Leicester, Dept Sociol, Leicester, Leics, England',\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# C-1 info: 所有作者列表\n",
    "info = df['C1'].fillna(\"空缺值\").tolist()\n",
    "info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Marry\n",
      "Mike\n"
     ]
    }
   ],
   "source": [
    "list_name = [\"Jack\",\"Marry\",\"Mike\"]\n",
    "for i in list_name:\n",
    "    if \"M\" in i:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "if phrase in info[0]:\n",
    "    print(phrase)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if phrase in info[1]:\n",
    "    print(phrase)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if phrase in info[2]:\n",
    "    print(phrase)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# C-2 请使用info列表\n",
    "China_list = []\n",
    "#请在此作答\n",
    "# 知识点： 1.for 循环\n",
    "#         2.if else 条件判断\n",
    "#         3.字符串的方法： isdigit()判断字符串是否是数字 5 \"5\"  购物车，用户input是字符串\n",
    "#         4.list 的新增 append\n",
    "\n",
    "for item in info:\n",
    "    if phrase in item:\n",
    "#        print(item)\n",
    "        China_list.append(item)\n",
    "\n",
    "# China_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Q4 （20分）🌶🌶 中等\n",
    "\n",
    "-----------------\n",
    "* 尝试用python代码取出 邮政编码（注：5位的数字信息）并存进邮编列表中。\n",
    "* 答案示例：\n",
    "```\n",
    "['93106',\n",
    " '93106',\n",
    " '93106',\n",
    " '93106',\n",
    " '20548',\n",
    " '94305',\n",
    " ...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# D-1 新建邮编_list空列表，后续得到邮编信息请增加进此列表\n",
    "邮编_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "93106\n",
      "93106\n",
      "93106\n",
      "93106\n"
     ]
    }
   ],
   "source": [
    "for i in info[0].split():\n",
    "    if i.isdigit(): # isdigit()检测字符串是否只由数字组成。\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Han,',\n",
       " 'Xueying;',\n",
       " 'Stocking,',\n",
       " 'Galen;',\n",
       " 'Gebbie,',\n",
       " 'Matthew',\n",
       " 'A.;',\n",
       " 'Appelbaum,',\n",
       " 'Richard',\n",
       " 'P.]',\n",
       " 'Univ',\n",
       " 'Calif',\n",
       " 'Santa',\n",
       " 'Barbara,',\n",
       " 'Ctr',\n",
       " 'Nanotechnol',\n",
       " 'Soc,',\n",
       " 'Santa',\n",
       " 'Barbara,',\n",
       " 'CA',\n",
       " '93106',\n",
       " 'USA;',\n",
       " '[Stocking,',\n",
       " 'Galen]',\n",
       " 'Univ',\n",
       " 'Calif',\n",
       " 'Santa',\n",
       " 'Barbara,',\n",
       " 'Dept',\n",
       " 'Polit',\n",
       " 'Sci,',\n",
       " 'Santa',\n",
       " 'Barbara,',\n",
       " 'CA',\n",
       " '93106',\n",
       " 'USA;',\n",
       " '[Gebbie,',\n",
       " 'Matthew',\n",
       " 'A.]',\n",
       " 'Univ',\n",
       " 'Calif',\n",
       " 'Santa',\n",
       " 'Barbara,',\n",
       " 'Dept',\n",
       " 'Mat,',\n",
       " 'Santa',\n",
       " 'Barbara,',\n",
       " 'CA',\n",
       " '93106',\n",
       " 'USA;',\n",
       " '[Appelbaum,',\n",
       " 'Richard',\n",
       " 'P.]',\n",
       " 'Univ',\n",
       " 'Calif',\n",
       " 'Santa',\n",
       " 'Barbara,',\n",
       " 'Global',\n",
       " '&',\n",
       " 'Int',\n",
       " 'Studies,',\n",
       " 'Santa',\n",
       " 'Barbara,',\n",
       " 'CA',\n",
       " '93106',\n",
       " 'USA']"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1.split()拆分，\n",
    "# 2.判断字符串是否是文本， str.isdigit()\n",
    "info[0].split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\n",
      "H\n",
      "a\n",
      "n\n",
      ",\n",
      " \n",
      "X\n",
      "u\n",
      "e\n",
      "y\n",
      "i\n",
      "n\n",
      "g\n",
      ";\n",
      " \n",
      "S\n",
      "t\n",
      "o\n",
      "c\n",
      "k\n",
      "i\n",
      "n\n",
      "g\n",
      ",\n",
      " \n",
      "G\n",
      "a\n",
      "l\n",
      "e\n",
      "n\n",
      ";\n",
      " \n",
      "G\n",
      "e\n",
      "b\n",
      "b\n",
      "i\n",
      "e\n",
      ",\n",
      " \n",
      "M\n",
      "a\n",
      "t\n",
      "t\n",
      "h\n",
      "e\n",
      "w\n",
      " \n",
      "A\n",
      ".\n",
      ";\n",
      " \n",
      "A\n",
      "p\n",
      "p\n",
      "e\n",
      "l\n",
      "b\n",
      "a\n",
      "u\n",
      "m\n",
      ",\n",
      " \n",
      "R\n",
      "i\n",
      "c\n",
      "h\n",
      "a\n",
      "r\n",
      "d\n",
      " \n",
      "P\n",
      ".\n",
      "]\n",
      " \n",
      "U\n",
      "n\n",
      "i\n",
      "v\n",
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      "a\n",
      "l\n",
      "i\n",
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      "n\n",
      "t\n",
      "a\n",
      " \n",
      "B\n",
      "a\n",
      "r\n",
      "b\n",
      "a\n",
      "r\n",
      "a\n",
      ",\n",
      " \n",
      "C\n",
      "t\n",
      "r\n",
      " \n",
      "N\n",
      "a\n",
      "n\n",
      "o\n",
      "t\n",
      "e\n",
      "c\n",
      "h\n",
      "n\n",
      "o\n",
      "l\n",
      " \n",
      "S\n",
      "o\n",
      "c\n",
      ",\n",
      " \n",
      "S\n",
      "a\n",
      "n\n",
      "t\n",
      "a\n",
      " \n",
      "B\n",
      "a\n",
      "r\n",
      "b\n",
      "a\n",
      "r\n",
      "a\n",
      ",\n",
      " \n",
      "C\n",
      "A\n",
      " \n",
      "9\n",
      "3\n",
      "1\n",
      "0\n",
      "6\n",
      " \n",
      "U\n",
      "S\n",
      "A\n",
      ";\n",
      " \n",
      "[\n",
      "S\n",
      "t\n",
      "o\n",
      "c\n",
      "k\n",
      "i\n",
      "n\n",
      "g\n",
      ",\n",
      " \n",
      "G\n",
      "a\n",
      "l\n",
      "e\n",
      "n\n",
      "]\n",
      " \n",
      "U\n",
      "n\n",
      "i\n",
      "v\n",
      " \n",
      "C\n",
      "a\n",
      "l\n",
      "i\n",
      "f\n",
      " \n",
      "S\n",
      "a\n",
      "n\n",
      "t\n",
      "a\n",
      " \n",
      "B\n",
      "a\n",
      "r\n",
      "b\n",
      "a\n",
      "r\n",
      "a\n",
      ",\n",
      " \n",
      "D\n",
      "e\n",
      "p\n",
      "t\n",
      " \n",
      "P\n",
      "o\n",
      "l\n",
      "i\n",
      "t\n",
      " \n",
      "S\n",
      "c\n",
      "i\n",
      ",\n",
      " \n",
      "S\n",
      "a\n",
      "n\n",
      "t\n",
      "a\n",
      " \n",
      "B\n",
      "a\n",
      "r\n",
      "b\n",
      "a\n",
      "r\n",
      "a\n",
      ",\n",
      " \n",
      "C\n",
      "A\n",
      " \n",
      "9\n",
      "3\n",
      "1\n",
      "0\n",
      "6\n",
      " \n",
      "U\n",
      "S\n",
      "A\n",
      ";\n",
      " \n",
      "[\n",
      "G\n",
      "e\n",
      "b\n",
      "b\n",
      "i\n",
      "e\n",
      ",\n",
      " \n",
      "M\n",
      "a\n",
      "t\n",
      "t\n",
      "h\n",
      "e\n",
      "w\n",
      " \n",
      "A\n",
      ".\n",
      "]\n",
      " \n",
      "U\n",
      "n\n",
      "i\n",
      "v\n",
      " \n",
      "C\n",
      "a\n",
      "l\n",
      "i\n",
      "f\n",
      " \n",
      "S\n",
      "a\n",
      "n\n",
      "t\n",
      "a\n",
      " \n",
      "B\n",
      "a\n",
      "r\n",
      "b\n",
      "a\n",
      "r\n",
      "a\n",
      ",\n",
      " \n",
      "D\n",
      "e\n",
      "p\n",
      "t\n",
      " \n",
      "M\n",
      "a\n",
      "t\n",
      ",\n",
      " \n",
      "S\n",
      "a\n",
      "n\n",
      "t\n",
      "a\n",
      " \n",
      "B\n",
      "a\n",
      "r\n",
      "b\n",
      "a\n",
      "r\n",
      "a\n",
      ",\n",
      " \n",
      "C\n",
      "A\n",
      " \n",
      "9\n",
      "3\n",
      "1\n",
      "0\n",
      "6\n",
      " \n",
      "U\n",
      "S\n",
      "A\n",
      ";\n",
      " \n",
      "[\n",
      "A\n",
      "p\n",
      "p\n",
      "e\n",
      "l\n",
      "b\n",
      "a\n",
      "u\n",
      "m\n",
      ",\n",
      " \n",
      "R\n",
      "i\n",
      "c\n",
      "h\n",
      "a\n",
      "r\n",
      "d\n",
      " \n",
      "P\n",
      ".\n",
      "]\n",
      " \n",
      "U\n",
      "n\n",
      "i\n",
      "v\n",
      " \n",
      "C\n",
      "a\n",
      "l\n",
      "i\n",
      "f\n",
      " \n",
      "S\n",
      "a\n",
      "n\n",
      "t\n",
      "a\n",
      " \n",
      "B\n",
      "a\n",
      "r\n",
      "b\n",
      "a\n",
      "r\n",
      "a\n",
      ",\n",
      " \n",
      "G\n",
      "l\n",
      "o\n",
      "b\n",
      "a\n",
      "l\n",
      " \n",
      "&\n",
      " \n",
      "I\n",
      "n\n",
      "t\n",
      " \n",
      "S\n",
      "t\n",
      "u\n",
      "d\n",
      "i\n",
      "e\n",
      "s\n",
      ",\n",
      " \n",
      "S\n",
      "a\n",
      "n\n",
      "t\n",
      "a\n",
      " \n",
      "B\n",
      "a\n",
      "r\n",
      "b\n",
      "a\n",
      "r\n",
      "a\n",
      ",\n",
      " \n",
      "C\n",
      "A\n",
      " \n",
      "9\n",
      "3\n",
      "1\n",
      "0\n",
      "6\n",
      " \n",
      "U\n",
      "S\n",
      "A\n"
     ]
    }
   ],
   "source": [
    "for i in info[0]:\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['93106',\n",
       " '93106',\n",
       " '93106',\n",
       " '93106',\n",
       " '20548',\n",
       " '94305',\n",
       " '20230',\n",
       " '95616',\n",
       " '43210',\n",
       " '99164',\n",
       " '47907',\n",
       " '60208',\n",
       " '58202',\n",
       " '47907',\n",
       " '85287',\n",
       " '77843',\n",
       " '53706',\n",
       " '22903',\n",
       " '49221',\n",
       " '40292',\n",
       " '40292',\n",
       " '24061',\n",
       " '14850',\n",
       " '14850',\n",
       " '14850',\n",
       " '14850',\n",
       " '84322',\n",
       " '80309',\n",
       " '48106',\n",
       " '95616',\n",
       " '94949',\n",
       " '10021',\n",
       " '10021',\n",
       " '77843',\n",
       " '84322',\n",
       " '83725',\n",
       " '06269',\n",
       " '02139',\n",
       " '77843',\n",
       " '47907',\n",
       " '24061',\n",
       " '24061',\n",
       " '77057',\n",
       " '10027',\n",
       " '13902',\n",
       " '13902',\n",
       " '70813',\n",
       " '53706',\n",
       " '10003',\n",
       " '20910',\n",
       " '20910',\n",
       " '20910',\n",
       " '20910',\n",
       " '74106',\n",
       " '33458',\n",
       " '33410',\n",
       " '82073',\n",
       " '22036',\n",
       " '45220',\n",
       " '10027',\n",
       " '10027',\n",
       " '75275',\n",
       " '53715',\n",
       " '80523',\n",
       " '60208',\n",
       " '23529',\n",
       " '23284',\n",
       " '22904',\n",
       " '27411',\n",
       " '27110',\n",
       " '27110',\n",
       " '27110',\n",
       " '30144',\n",
       " '30144',\n",
       " '40509',\n",
       " '30144',\n",
       " '20036',\n",
       " '15205',\n",
       " '24061',\n",
       " '24061',\n",
       " '24061',\n",
       " '24061',\n",
       " '74078',\n",
       " '91711',\n",
       " '02215',\n",
       " '02115',\n",
       " '11550',\n",
       " '02115',\n",
       " '02114',\n",
       " '02114',\n",
       " '02115',\n",
       " '52242',\n",
       " '49008',\n",
       " '77843',\n",
       " '68506',\n",
       " '68333',\n",
       " '70803',\n",
       " '70803',\n",
       " '98052',\n",
       " '98195',\n",
       " '61790',\n",
       " '80217',\n",
       " '85721',\n",
       " '16563',\n",
       " '61820',\n",
       " '61820',\n",
       " '02912',\n",
       " '02912',\n",
       " '93106',\n",
       " '37996',\n",
       " '37996',\n",
       " '37996',\n",
       " '59717',\n",
       " '77251',\n",
       " '62901',\n",
       " '86011',\n",
       " '98195',\n",
       " '04469',\n",
       " '23529',\n",
       " '23529',\n",
       " '38152',\n",
       " '36688',\n",
       " '36688',\n",
       " '39529',\n",
       " '02460',\n",
       " '27411',\n",
       " '27110',\n",
       " '27707',\n",
       " '27695',\n",
       " '93106',\n",
       " '19122',\n",
       " '15261',\n",
       " '47907',\n",
       " '24061',\n",
       " '24061',\n",
       " '24061',\n",
       " '49008',\n",
       " '49008',\n",
       " '70433',\n",
       " '27411',\n",
       " '27110',\n",
       " '90840',\n",
       " '98195',\n",
       " '98195',\n",
       " '97201',\n",
       " '95051',\n",
       " '97006',\n",
       " '97201',\n",
       " '97201',\n",
       " '02139',\n",
       " '02115',\n",
       " '68516',\n",
       " '68588',\n",
       " '68182',\n",
       " '80523',\n",
       " '80523',\n",
       " '77843',\n",
       " '76019',\n",
       " '94305',\n",
       " '02912',\n",
       " '35899',\n",
       " '15261',\n",
       " '77843',\n",
       " '80208',\n",
       " '12222',\n",
       " '80523',\n",
       " '80523',\n",
       " '80523',\n",
       " '48202',\n",
       " '44242',\n",
       " '15260',\n",
       " '94129',\n",
       " '94158',\n",
       " '94158',\n",
       " '02155',\n",
       " '60208',\n",
       " '19122',\n",
       " '32310',\n",
       " '95060',\n",
       " '47907',\n",
       " '04469',\n",
       " '58108',\n",
       " '92120',\n",
       " '21250',\n",
       " '16802',\n",
       " '01002',\n",
       " '53706',\n",
       " '94607',\n",
       " '91711',\n",
       " '48825',\n",
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     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# D-2 请使用info列表数据筛选并尝试获取所有的邮编信息\n",
    "#请在此作答\n",
    "# 知识点：1. for循环\n",
    "#         2.if else 条件判断\n",
    "#         3.字符串的方法：isdigit()判断字符串是否是数字  5 \"5\" 购物车，用户input是字符串\n",
    "#         4.list的新增 append\n",
    "\n",
    "for i in info:\n",
    "  #  print(i.split())\n",
    "    for j in i.split():\n",
    "        if j.isdigit() and len(j)== 5:\n",
    "            邮编_list.append(j)\n",
    "            \n",
    "    \n",
    "\n",
    "\n",
    "邮编_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q5 20分 🌶🌶🌶 难\n",
    "\n",
    "----------------\n",
    "* 尝试将年份列表中的值转换成整数,并统计每一年出现的次数和空缺值出现的次数，并以字典的形式展现。\n",
    "* 答案示例：\n",
    "```\n",
    "{'空缺值': 116,\n",
    " 2015: 111,\n",
    " 2014: 58,\n",
    " 2013: 42,\n",
    "...\n",
    " ```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
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       " ...]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# E-1 数据准备（所有年份数据列表） 学生直接执行\n",
    "PY_list = df_C1['PY'].fillna(\"空缺值\").to_list()\n",
    "PY_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "116\n"
     ]
    }
   ],
   "source": [
    "# E-2 尝试将年份列表中的值转换成整数,并统计每一年出现的次数和空缺值出现的次数，最终以字典的形式展现，示例代码参考上述markdown\n",
    "#请在此作答\n",
    "空缺值 = []\n",
    "for i in PY_list:\n",
    "    if i == '空缺值':\n",
    "        空缺值.append(i)\n",
    "print(len(空缺值))\n",
    "\n",
    "\n",
    "# PY_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'空缺值': 116}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PY_count ={}\n",
    "PY_count['空缺值'] = PY_list.count('空缺值')\n",
    "PY_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2004 2\n",
      "2005 1\n",
      "2006 2\n",
      "2007 5\n",
      "2008 4\n",
      "2009 10\n",
      "2010 10\n",
      "2011 17\n",
      "2012 21\n",
      "2013 42\n",
      "2014 58\n",
      "2015 111\n",
      "2016 138\n",
      "2017 176\n",
      "2018 221\n",
      "2019 280\n",
      "2020 330\n",
      "2021 174\n"
     ]
    }
   ],
   "source": [
    "# 知识点： \n",
    "# 1. 列表中查看某个元素的个数 count\n",
    "# 2. for 循环 + if判断 + in\n",
    "# 3. 列表的方法 append\n",
    "# 4. 字典的新建\n",
    "\n",
    "PY_年份整数 =[]\n",
    "for j in PY_list:\n",
    "    if j != '空缺值':\n",
    "        PY_年份整数.append(int(j))\n",
    "for i in range(2004,2022):\n",
    "    print(i,PY_年份整数.count(i))\n",
    "    PY_count[i] = PY_年份整数.count(i)\n",
    "# 新建字典"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'空缺值': 116,\n",
       " 2004: 2,\n",
       " 2005: 1,\n",
       " 2006: 2,\n",
       " 2007: 5,\n",
       " 2008: 4,\n",
       " 2009: 10,\n",
       " 2010: 10,\n",
       " 2011: 17,\n",
       " 2012: 21,\n",
       " 2013: 42,\n",
       " 2014: 58,\n",
       " 2015: 111,\n",
       " 2016: 138,\n",
       " 2017: 176,\n",
       " 2018: 221,\n",
       " 2019: 280,\n",
       " 2020: 330,\n",
       " 2021: 174}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PY_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q6 20分 🌶🌶🌶 难 \n",
    "\n",
    "--------------\n",
    "* 按照列表下表索引建立字典，在字典中拆分作者，并统计每篇文章作者的人数\n",
    "> 1. 请以每篇文章的index作为字典的key；\n",
    "> 2. value中仍为字典，字典的key分别有：\n",
    ">> 1. \"author_list\"：存储作者列表\n",
    ">> 2. \"author_num\":统计作者个数\n",
    ">> 3. 结果示例如下:\n",
    "```\n",
    "{0: {'author_list': ['Han, XY',\n",
    "   ' Stocking, G',\n",
    "   ' Gebbie, MA',\n",
    "   ' Appelbaum, RP'],\n",
    "  'author_num': 4},\n",
    " 1: {'author_list': ['De Castell, S',\n",
    "   ' Larios, H',\n",
    "   ' Jenson, J',\n",
    "   ' Smith, DH'],\n",
    "  'author_num': 4},\n",
    " 2: {'author_list': ['Putansu, SR'], 'author_num': 1},\n",
    " 3: {'author_list': ['Cira, NJ',\n",
    "   ' Chung, AM',\n",
    "   ' Denisin, AK',\n",
    "   ' Rensi, S',\n",
    "   ' Sanchez, GN',\n",
    "   ' Quake, SR',\n",
    "   ' Riedel-Kruse, IH'],\n",
    "  'author_num': 7},\n",
    "...后面省略\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# F-1 （勿改动，执行即可） 请先观察AU_list后再做题\n",
    "AU_list = df.AU.fillna(\"\").tolist()\n",
    "#AU_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for循环是为了 每一个/每一组做 相同的事情\n",
    "# 知识点： 1.重点是：字典的创建\n",
    "#         2. 列表的枚举 enumerate 可以同时遍历列表的 索引 和 值\n",
    "\n",
    "author_dict = {}\n",
    "for i,v in enumerate(AU_list):\n",
    "    if v != \"\":\n",
    "#         print(i,v.split(\";\"),len(v.split(\";\")))\n",
    "        author_dict[i] = {\"author_list\":v.split(\";\"),\"author_num\":len(v.split(\";\"))}\n",
    "#author_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "author_dict = {}\n",
    "# 请在此作答\n",
    "\n",
    "author_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  终 （勿改动，执行即可）回报答题分数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'你本次考试总分': 100,\n",
       " 'details': {'freq_table_phrase': 20,\n",
       "  'list_split': 20,\n",
       "  'China_list': 20,\n",
       "  '邮编_list': 20,\n",
       "  'PY_count': 20}}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#终001 （勿改动，执行即可）回报答题分数\n",
    "import PandasCourse as PC\n",
    "\n",
    "score_details = PC.score_answers(locals(), _which_)\n",
    "score_details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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